diff --git a/docs/language_status/embedded_python.md b/docs/language_status/embedded_python.md
new file mode 100644
index 000000000..52e4c9647
--- /dev/null
+++ b/docs/language_status/embedded_python.md
@@ -0,0 +1,169 @@
+# Embedded Python (MicroPython / CircuitPython / Bare-Metal)
+
+## 1. At a glance
+
+| Metric | Value |
+| :--- | :--- |
+| **Status** | production |
+| **Target Version** | Embedded Python (MicroPython / CircuitPython / Bare-Metal) |
+| **Lexical Family** | line_exclusive |
+| **Rules Wired** | 51 / 52 (`dependency_injection` intentionally null) |
+| **Extraction tests** | `tests/extraction/languages/test_embedded_python.py` |
+| **Strict tests** | `tests/extraction/languages/test_embedded_python_strict.py` |
+
+## 2. Identification surface
+
+- **Extensions**: `.py`, `.mpy`
+- **Exact matches**: `boot.py`
+- **Discriminators**: `boot.py`, `mip.json`, `upip`
+- **Shebangs**: `micropython`, `mpy-cross`
+- **Internal discriminator**: a `.py` file is only claimed as `embedded_python` (over plain
+  `python`) if it itself imports one of `machine`/`board`/`microcontroller`/`busio`/`digitalio`/
+  `analogio`/`usb_hid`/`neopixel`/`rp2`/`esp32`/`pyb`/`wifi`/`socketpool`. This is per-file, not
+  per-directory: a pure-logic sibling module in the same embedded-firmware project (a logger, a
+  protocol codec, a diagnostics helper) that never itself imports a hardware library gets
+  classified as plain `python` instead, even sitting next to files that do. Observed directly in
+  the `language-crucible/data/embedded_python/meow_turtle/` reference corpus -- of 14 real `.py`
+  files, only 7 self-trigger the discriminator; the other 7 (`diagnostics.py`, `logging.py`,
+  `meowprotocol.py`, `mpu6050.py`, `ota.py`, `tester.py`, `tsl2591.py`) route to `python` on their
+  own content. This is working as designed (the discriminator's job is disambiguation, not
+  directory grouping) and every real function in all 14 files is still extracted correctly --
+  just split across two `language` values in per-file output. Noted here rather than treated as a
+  defect since it doesn't affect any tri-comparison metric (§9 only measures files GitGalaxy
+  itself classifies as `embedded_python`, the same methodology used for every other language).
+
+## 3. What GitGalaxy detects
+
+Same structural-signature surface as plain Python (`func_start`/`args`/`class_start`/branch/
+structural_boundaries plus the full Phase 2+ risk/domain sensor set -- safety, io, api,
+state_mutation, concurrency, closures, decorators, generics, comprehensions, macros, pointers,
+memory_alloc, inline_asm, bitwise_ops, sync_locks, cleanup, encapsulation, serialization_parsing,
+regex_execution, time_date_logic, `_dependency_capture`, etc.), plus the identification-layer
+additions in §2 that route real-world embedded/microcontroller Python to this language definition
+instead of generic `python`.
+
+## 4. What GitGalaxy explicitly does not track
+
+- `dependency_injection`: null -- no embedded/microcontroller-specific DI convention identified
+  yet (mirrors plain Python's own scope here).
+
+## 5. Known limitations (accepted, not fixed)
+
+- The per-file hardware-import discriminator (§2) means a project-wide "this whole codebase is
+  embedded firmware" signal doesn't exist -- classification is always per-file. Accepted as
+  correct disambiguation behavior, not a recall gap (see §2 and §9's scope note).
+
+## 6. Test depth
+
+- **Extraction-gauntlet tests**: 21 cases in `tests/extraction/languages/test_embedded_python.py`
+- **Strict-signature tests**: 18 cases in `tests/extraction/languages/test_embedded_python_strict.py`
+
+## 7. Relevant closed work
+
+- [#839](https://github.com/squid-protocol/gitgalaxy/issues/839): Extraction hardening:
+  embedded_python
+- [#580](https://github.com/squid-protocol/gitgalaxy/issues/580): Strict parsing tests:
+  `embedded_python` structural signatures
+- Cross-cutting fixes that also touched embedded_python's shared code paths: #1199 (args capture
+  group), #1209 (25-language args regression), #1193/#1954 (`line_exclusive` family comment
+  stripping), #713 (spec_exposure ReDoS).
+
+## 8. Real-world evidence
+
+No `gitgalaxy-raw-output` assessment project for embedded_python yet -- the primary real-world
+evidence is the `language-crucible/data/embedded_python/meow_turtle/` reference corpus (a 14-file,
+~4,500-line MicroPython/RP2-class firmware project: actuators, sensors, BLDC/vibration motor
+drivers, OTA update flow, boot/rollback sequencing, and application logic) used directly by §9's
+tri-comparison measurement below.
+
+## 9. Tri-comparison: GitGalaxy vs. ctags (no tree-sitter grammar available)
+
+embedded_python has no tree-sitter grammar in `tree_sitter_language_pack` (confirmed: every
+`tri_comparison_ledger.json` shape for this language names only `ctags`/`gitgalaxy`, never
+`tree_sitter`), so this is a 2-tool comparison, same shape as cobol/fortran/scheme/m4/yacc/sqlite.
+Both open discrepancy shapes (2026-08-30 first-seen) were investigated 2026-08-31 by reading real
+source and the pipeline's own DB output, not assumed -- full record in
+`docs/self_scan/tri_comparison_ledger.json`, filterable to `"language": "embedded_python"`.
+
+**Result: 2 of 2 discrepancy shapes resolved, both confirmed real GitGalaxy engine defects, fixed
+and verified in the same pass.**
+
+### Root cause
+
+`embedded_python` is real, indentation-scoped Python (no braces anywhere), but it was registered
+as a language definition and never wired into any of the Python-specific special-case branches
+that make brace-less parsing actually work:
+
+- `detector.py`'s Mode C (indentation-scoping) function-body-slicing dispatch tuple --
+  missing, so every function body fell through to Mode B (brace search), which only "succeeds"
+  when a stray `{`/`}` happens to appear nearby (a dict/set literal).
+- The class-body `use_indentation_scoping` tuple -- same gap, for class scope.
+- `_CLASS_START_NAMED_EXTRACTION_LANGS` -- missing, so the named class list had no allowlist
+  entry (though in practice the generic fallback regex already covered plain `class Name:`
+  syntax, so this had no measurable effect here; added anyway for consistency with the
+  cobol/dockerfile precedent).
+- The docstring-harvest-below-signature tuple and the single-line-function-body bypass tuple --
+  same "never added" gap.
+- `prism.py`'s docstring-stripping and carry-aware-quote-tracking gates referenced a stale
+  `"micropython"` identifier that is not a registered language id anywhere in
+  `LANGUAGE_DEFINITIONS` (the real id is `embedded_python`) -- a leftover from an apparent
+  pre-rename codename, so these gates silently never fired for the real language.
+
+Confirmed via direct evidence, not inference: the raw `func_start` regex, run standalone against
+the 7 files GitGalaxy classifies as `embedded_python`, matched 82/82 real functions (matching
+ctags' own 82 exactly) -- but the live pipeline's `function_data` named list only reached 13
+before the fix (`sensors.py` alone: 17 raw matches, only 4 reached the named list; `bldc_driver.py`/
+`pio_programs.py`/`vibration_driver.py`: 100% dropped, 0 of 5/2/5). All six gaps were fixed by
+adding `embedded_python` alongside `python` to each tuple/allowlist -- the exact same fix shape
+already proven for abap/dockerfile/jcl/m4/yacc/haskell in this same detector.py dispatcher.
+
+### Verification chain
+
+1. Standalone regex re-test: 82/82 real matches, unaffected by the fix (the regex was never the
+   problem).
+2. `tests/extraction/languages/test_embedded_python.py` + `test_embedded_python_strict.py`: 342
+   cases pass (run alongside `test_python.py`/`test_python_strict.py` as a regression check on the
+   shared tuples).
+3. `python tests/ruff_audit.py --ci` / `python tests/mypy_audit.py --ci`: no new findings.
+4. `python tests/tools/crucible_check.py` against the full ~80-repo corpus: 53 mismatches, every
+   one traced to embedded_python's own corrected function/LOC/composition counts or expected
+   downstream ripple (repo-wide aggregate averages, 3D topological repositioning of unrelated
+   files as overall corpus composition shifts slightly) -- zero regressions in any other
+   language's function/class counts.
+5. Both golden master fixtures (`tests/golden_master_audit.json`,
+   `tests/golden_master_zero_dep_audit.json`) re-blessed via `update_golden_master.py --yes`; every
+   mismatch line read and confirmed to trace to the same root cause (e.g. `sensors.py`'s Function
+   Analysis going from 4 mis-sliced functions to the real 17; `boot.py` from 1 to 23).
+
+### Recall audit (2026-08-31, skill step 2.6)
+
+Every function ctags reports that GitGalaxy does not, across the whole corpus, individually
+enumerated via `tests/tools/recall_audit.py embedded_python`: **zero**, after the fix (was 64
+before it -- the existence shape's full scope, one more than the ledger's stale 69-count snapshot
+by direct re-measurement). No tree-sitter grammar exists for this language, so the tree-sitter
+column is trivially empty, not a gap.
+
+### Current measured numbers
+
+`tests/tools/tri_comparison_chart.py --languages embedded_python`, `language-crucible/data/
+embedded_python/` (the meow_turtle corpus):
+
+| Signal | GitGalaxy | ctags | Read as |
+|---|---|---|---|
+| Functions found (of 82 total claimed by either tool) | 82 | 82 | full agreement, zero misses either direction |
+| Function precision (of what each tool claimed, how much corroborates) | **100%** (82/82) | **100%** (82/82) | genuine tie -- both tools independently found the exact same 82 real functions |
+| Classes found / precision | **100%** (11/11) | **100%** (11/11) | same shape as functions |
+| Args exact-match | **100%** (all matched occurrences) | **100%** | zero mismatches at the per-occurrence (name+line-rank paired) level across the whole corpus |
+
+No `credit_tools`/`debit_tools` adjustment applied to either ledger entry -- this isn't a case of
+an uncorroborated-but-secretly-right claim, just a genuine engine defect that's now fixed, so a
+fresh gather naturally shows full agreement. The rate/count tie between GitGalaxy and ctags is a
+real one (identical rate *and* identical absolute count, not a small-sample artifact), not
+something CLAUDE.md's tie-break rule needs to resolve further.
+
+### Scope note
+
+This 2-shape sweep only covers what GitGalaxy-vs-ctags disagreement actually surfaced. It does not
+independently re-verify every already-agreeing occurrence from first principles (the recall audit
+in §2.6 covers that specifically for existence; args/class exactness above is covered by the
+full-corpus per-occurrence diff in the same pass).
diff --git a/docs/self_scan/tri_comparison_chart.svg b/docs/self_scan/tri_comparison_chart.svg
index f579a200a..3aa67a186 100644
--- a/docs/self_scan/tri_comparison_chart.svg
+++ b/docs/self_scan/tri_comparison_chart.svg
@@ -328,15 +328,15 @@
 <rect class="stripe" x="16" y="690" width="780" height="44"/>
 <text class="lang-label" x="20" y="715.5">embedded_python</text>
 <rect class="bar-track" x="154" y="695" width="88" height="34" rx="2"/>
-<rect x="154" y="695" width="14.0" height="10" rx="2" fill="#2a78d6"/>
-<text class="bar-value-label" x="198.0" y="703">13*</text>
+<rect x="154" y="695" width="88.0" height="10" rx="2" fill="#2a78d6"/>
+<text class="bar-value-label" x="198.0" y="703">82</text>
 <rect x="154" y="707" width="88.0" height="10" rx="2" fill="#1baf7a"/>
-<text class="bar-value-label" x="198.0" y="715">82*</text>
+<text class="bar-value-label" x="198.0" y="715">82</text>
 <rect class="bar-track" x="286" y="695" width="88" height="34" rx="2"/>
 <rect x="286" y="695" width="88.0" height="10" rx="2" fill="#2a78d6"/>
-<text class="bar-value-label" x="330.0" y="703">13/13*</text>
-<rect x="286" y="707" width="14.0" height="10" rx="2" fill="#1baf7a"/>
-<text class="bar-value-label" x="330.0" y="715">13/82*</text>
+<text class="bar-value-label" x="330.0" y="703">82/82</text>
+<rect x="286" y="707" width="88.0" height="10" rx="2" fill="#1baf7a"/>
+<text class="bar-value-label" x="330.0" y="715">82/82</text>
 <rect class="bar-track" x="418" y="695" width="88" height="34" rx="2"/>
 <rect x="418" y="695" width="88.0" height="10" rx="2" fill="#2a78d6"/>
 <text class="bar-value-label" x="462.0" y="703">11</text>
@@ -349,9 +349,9 @@
 <text class="bar-value-label" x="594.0" y="715">11/11</text>
 <rect class="bar-track" x="682" y="695" width="88" height="34" rx="2"/>
 <rect x="682" y="695" width="88.0" height="10" rx="2" fill="#2a78d6"/>
-<text class="bar-value-label" x="726.0" y="703">13*</text>
+<text class="bar-value-label" x="726.0" y="703">82</text>
 <rect x="682" y="707" width="88.0" height="10" rx="2" fill="#1baf7a"/>
-<text class="bar-value-label" x="726.0" y="715">13*</text>
+<text class="bar-value-label" x="726.0" y="715">82</text>
 <text class="lang-label" x="20" y="759.5">fortran</text>
 <rect class="bar-track" x="154" y="739" width="88" height="34" rx="2"/>
 <rect x="154" y="739" width="88.0" height="10" rx="2" fill="#2a78d6"/>
@@ -1245,10 +1245,10 @@
 <rect x="682" y="2115" width="88.0" height="10" rx="2" fill="#eb6834"/>
 <text class="bar-value-label" x="726.0" y="2123">2751</text>
 <line x1="16" y1="2152" x2="796" y2="2152" stroke="#dedcd6" stroke-width="1"/>
-<text class="summary-title" x="16" y="2166">Summary -- best tool per (language, metric), ranked panels only (Func/Class Precision), 73 real comparisons (1-bar groups and empty panels don't count)</text>
+<text class="summary-title" x="16" y="2166">Summary -- best tool per (language, metric), ranked panels only (Func/Class Precision), 74 real comparisons (1-bar groups and empty panels don't count)</text>
 <circle cx="23" cy="2184" r="7" fill="#2a78d6"/>
 <text class="badge-label" x="23" y="2187">G</text>
-<text class="legend-label" x="36" y="2188">GitGalaxy best: 34 (47%)</text>
+<text class="legend-label" x="36" y="2188">GitGalaxy best: 34 (46%)</text>
 <circle cx="215.8" cy="2184" r="7" fill="#eb6834"/>
 <text class="badge-label" x="215.8" y="2187">T</text>
 <text class="legend-label" x="228.8" y="2188">tree-sitter best: 0 (0%)</text>
@@ -1256,6 +1256,6 @@
 <text class="badge-label" x="408.6" y="2187">C</text>
 <text class="legend-label" x="421.6" y="2188">ctags best: 0 (0%)</text>
 <circle cx="564.2" cy="2184" r="7" fill="#9a9a95"/>
-<text class="legend-label" x="577.2" y="2188">Ties: 39 (53%)</text>
+<text class="legend-label" x="577.2" y="2188">Ties: 40 (54%)</text>
 <text class="scope-note" x="16" y="2208">Ranked-panel labels are matched/total; found-count panels are a single raw count, no denominator. Regenerate: tri_comparison_chart.py --all --write</text>
 </svg>
\ No newline at end of file
diff --git a/docs/self_scan/tri_comparison_ledger.json b/docs/self_scan/tri_comparison_ledger.json
index 2a96c4c14..a8a1bc0f7 100644
--- a/docs/self_scan/tri_comparison_ledger.json
+++ b/docs/self_scan/tri_comparison_ledger.json
@@ -13,7 +13,7 @@
       "investigated_at": "2026-08-20T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "agc_assembly",
-      "last_reconciled_at": "2026-08-31T12:26:49Z",
+      "last_reconciled_at": "2026-08-31T14:25:50Z",
       "last_seen_count": 215,
       "last_seen_examples": [
         {
@@ -118,7 +118,7 @@
       "investigated_at": "2026-08-20T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "agc_assembly",
-      "last_reconciled_at": "2026-08-31T12:26:49Z",
+      "last_reconciled_at": "2026-08-31T14:25:50Z",
       "last_seen_count": 37,
       "last_seen_examples": [
         {
@@ -221,7 +221,7 @@
       "investigated_at": "2026-08-20T22:17:39Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep (direct investigation, no Gemini dispatch needed -- root cause was immediately clear from source)",
       "language": "apex",
-      "last_reconciled_at": "2026-08-31T12:26:51Z",
+      "last_reconciled_at": "2026-08-31T14:25:51Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -260,7 +260,7 @@
       "investigated_at": "2026-08-31",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "assembly",
-      "last_reconciled_at": "2026-08-31T12:26:54Z",
+      "last_reconciled_at": "2026-08-31T14:25:55Z",
       "last_seen_count": 1791,
       "last_seen_examples": [
         {
@@ -365,7 +365,7 @@
       "investigated_at": "2026-08-31",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "assembly",
-      "last_reconciled_at": "2026-08-31T12:26:54Z",
+      "last_reconciled_at": "2026-08-31T14:25:55Z",
       "last_seen_count": 21,
       "last_seen_examples": [
         {
@@ -469,7 +469,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved + fixed directly, no dispatch needed)",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 23,
       "last_seen_examples": [
         {
@@ -583,7 +583,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Gemini (dispatched via tri-comparison-ledger-sweep), confirmed by Claude Sonnet 5",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -688,7 +688,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Gemini (dispatched via tri-comparison-ledger-sweep), confirmed by Claude Sonnet 5",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 525,
       "last_seen_examples": [
         {
@@ -802,7 +802,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved directly, no dispatch needed) -- corrected after cross-referencing #1837",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -835,7 +835,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved + fixed directly, no dispatch needed)",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -868,7 +868,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Gemini (dispatched via tri-comparison-ledger-sweep), confirmed by Claude Sonnet 5",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 13,
       "last_seen_examples": [
         {
@@ -985,7 +985,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved directly, no dispatch needed)",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -1036,7 +1036,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved + fixed directly, no dispatch needed)",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 7,
       "last_seen_examples": [
         {
@@ -1123,7 +1123,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -1176,7 +1176,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved directly, no dispatch needed)",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 4,
       "last_seen_examples": [
         {
@@ -1235,7 +1235,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 17,
       "last_seen_examples": [
         {
@@ -1339,7 +1339,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Gemini (dispatched via tri-comparison-ledger-sweep), confirmed by Claude Sonnet 5",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 74,
       "last_seen_examples": [
         {
@@ -1452,7 +1452,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "c",
-      "last_reconciled_at": "2026-08-31T12:27:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:01Z",
       "last_seen_count": 88,
       "last_seen_examples": [
         {
@@ -1557,7 +1557,7 @@
       "investigated_at": "2026-08-19",
       "investigated_by": "gemini-3.1-pro-high (agy), dispatched via tri-comparison-ledger-sweep, self-corrected and reviewed by claude-sonnet-5",
       "language": "cobol",
-      "last_reconciled_at": "2026-08-31T12:27:27Z",
+      "last_reconciled_at": "2026-08-31T14:26:19Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -1630,7 +1630,7 @@
       "investigated_at": "2026-08-28",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "cobol",
-      "last_reconciled_at": "2026-08-31T12:27:27Z",
+      "last_reconciled_at": "2026-08-31T14:26:19Z",
       "last_seen_count": 164,
       "last_seen_examples": [
         {
@@ -1733,7 +1733,7 @@
       "investigated_at": "2026-08-28",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "cobol",
-      "last_reconciled_at": "2026-08-31T12:27:27Z",
+      "last_reconciled_at": "2026-08-31T14:26:19Z",
       "last_seen_count": 3040,
       "last_seen_examples": [
         {
@@ -1838,7 +1838,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude (Sonnet 5), direct investigation + fix (gitgalaxy#2480 follow-up)",
       "language": "cobol",
-      "last_reconciled_at": "2026-08-31T12:27:27Z",
+      "last_reconciled_at": "2026-08-31T14:26:19Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -1934,7 +1934,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -1976,7 +1976,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -2018,7 +2018,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 84,
       "last_seen_examples": [
         {
@@ -2132,7 +2132,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 22,
       "last_seen_examples": [
         {
@@ -2246,7 +2246,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -2288,7 +2288,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 61,
       "last_seen_examples": [
         {
@@ -2402,7 +2402,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -2434,7 +2434,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -2465,7 +2465,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 76,
       "last_seen_examples": [
         {
@@ -2569,7 +2569,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 14,
       "last_seen_examples": [
         {
@@ -2683,7 +2683,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -2716,7 +2716,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 30,
       "last_seen_examples": [
         {
@@ -2830,7 +2830,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 22,
       "last_seen_examples": [
         {
@@ -2944,7 +2944,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 12,
       "last_seen_examples": [
         {
@@ -3057,7 +3057,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 64,
       "last_seen_examples": [
         {
@@ -3161,7 +3161,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 135,
       "last_seen_examples": [
         {
@@ -3274,7 +3274,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "cpp",
-      "last_reconciled_at": "2026-08-31T12:27:33Z",
+      "last_reconciled_at": "2026-08-31T14:26:23Z",
       "last_seen_count": 195,
       "last_seen_examples": [
         {
@@ -3378,7 +3378,7 @@
       "investigated_at": "2026-08-21T18:13:27Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -3483,7 +3483,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 5,
       "last_seen_examples": [
         {
@@ -3552,7 +3552,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -3629,7 +3629,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -3728,7 +3728,7 @@
       "investigated_at": "2026-08-21T20:06:45Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -3761,7 +3761,7 @@
       "investigated_at": "2026-08-21T20:06:45Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 7,
       "last_seen_examples": [
         {
@@ -3851,7 +3851,7 @@
       "investigated_at": "2026-08-21T20:06:45Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -3892,7 +3892,7 @@
       "investigated_at": "2026-08-21T20:06:45Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -3925,7 +3925,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 26,
       "last_seen_examples": [
         {
@@ -4029,7 +4029,7 @@
       "investigated_at": "2026-08-21T18:13:27Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 271,
       "last_seen_examples": [
         {
@@ -4143,7 +4143,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 4,
       "last_seen_examples": [
         {
@@ -4203,7 +4203,7 @@
       "investigated_at": "2026-08-21T18:13:27Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -4236,7 +4236,7 @@
       "investigated_at": "2026-08-21T18:13:44Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 108,
       "last_seen_examples": [
         {
@@ -4352,7 +4352,7 @@
       "investigated_at": "2026-08-21T21:45:53Z",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 46,
       "last_seen_examples": [
         {
@@ -4465,7 +4465,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 317,
       "last_seen_examples": [
         {
@@ -4569,7 +4569,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "csharp",
-      "last_reconciled_at": "2026-08-31T12:27:39Z",
+      "last_reconciled_at": "2026-08-31T14:26:29Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -4602,7 +4602,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "css",
-      "last_reconciled_at": "2026-08-31T12:27:40Z",
+      "last_reconciled_at": "2026-08-31T14:26:30Z",
       "last_seen_count": 25,
       "last_seen_examples": [
         {
@@ -4716,7 +4716,7 @@
       "investigated_at": "2026-08-30T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "css",
-      "last_reconciled_at": "2026-08-31T12:27:40Z",
+      "last_reconciled_at": "2026-08-31T14:26:30Z",
       "last_seen_count": 5,
       "last_seen_examples": [
         {
@@ -4785,7 +4785,7 @@
       "investigated_at": "2026-08-30T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "css",
-      "last_reconciled_at": "2026-08-31T12:27:40Z",
+      "last_reconciled_at": "2026-08-31T14:26:30Z",
       "last_seen_count": 4,
       "last_seen_examples": [
         {
@@ -4843,7 +4843,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "dart",
-      "last_reconciled_at": "2026-08-31T12:27:45Z",
+      "last_reconciled_at": "2026-08-31T14:26:35Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -4914,7 +4914,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "dart",
-      "last_reconciled_at": "2026-08-31T12:27:45Z",
+      "last_reconciled_at": "2026-08-31T14:26:35Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -5009,7 +5009,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "dart",
-      "last_reconciled_at": "2026-08-31T12:27:45Z",
+      "last_reconciled_at": "2026-08-31T14:26:35Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -5030,15 +5030,16 @@
     "embedded_python/function/args/agree[none]_vs[ctags,gitgalaxy]": {
       "agreeing_tools": [],
       "credit_tools": [],
+      "debit_tools": [],
       "dissenting_tools": [
         "ctags",
         "gitgalaxy"
       ],
       "first_seen_at": "2026-08-30T13:03:03Z",
-      "investigated_at": null,
-      "investigated_by": null,
+      "investigated_at": "2026-08-31T00:00:00Z",
+      "investigated_by": "Claude Sonnet 5, direct investigation via tri-comparison-ledger-sweep",
       "language": "embedded_python",
-      "last_reconciled_at": "2026-08-31T12:27:47Z",
+      "last_reconciled_at": "2026-08-31T14:28:25Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -5051,24 +5052,25 @@
         }
       ],
       "metric": "args",
-      "status": "unvalidated",
-      "still_reproduces": true,
+      "status": "validated",
+      "still_reproduces": false,
       "symbol_type": "function",
-      "verdict": null
+      "verdict": "Same root cause as the existence shape above, not a separate args-counting bug. The flagged case (actuators.py's update(self, dt_ms, sensor_data={}), ctags=3 args, gitgalaxy=0) read gitgalaxy=0 only because 'update' was entirely absent from GitGalaxy's named function list before the existence fix (a missing occurrence, not a miscounted one). After the fix, gather_language shows gg_args=3 matching ctags exactly for this function, and a full per-occurrence (name+line-rank paired, so same-named methods like the two independent __init__s in boot.py are compared against the correct sibling, not collapsed by name alone) args diff across the whole corpus shows zero mismatches."
     },
     "embedded_python/function/existence/agree[ctags]_vs[gitgalaxy]": {
       "agreeing_tools": [
         "ctags"
       ],
       "credit_tools": [],
+      "debit_tools": [],
       "dissenting_tools": [
         "gitgalaxy"
       ],
       "first_seen_at": "2026-08-30T13:03:03Z",
-      "investigated_at": null,
-      "investigated_by": null,
+      "investigated_at": "2026-08-31T00:00:00Z",
+      "investigated_by": "Claude Sonnet 5, direct investigation via tri-comparison-ledger-sweep",
       "language": "embedded_python",
-      "last_reconciled_at": "2026-08-31T12:27:47Z",
+      "last_reconciled_at": "2026-08-31T14:28:25Z",
       "last_seen_count": 69,
       "last_seen_examples": [
         {
@@ -5153,10 +5155,10 @@
         }
       ],
       "metric": "existence",
-      "status": "unvalidated",
-      "still_reproduces": true,
+      "status": "validated",
+      "still_reproduces": false,
       "symbol_type": "function",
-      "verdict": null
+      "verdict": "Confirmed GitGalaxy engine defect, now fixed. embedded_python is real, indentation-scoped Python syntax with no braces at all, but it had no ScopeParsingRegistry entry and was missing from detector.py's Mode C (indentation-scoping) dispatch tuple, so it silently fell through to Mode_B_Braces -- which only bounds a body when a stray '{'/'}' happens to appear nearby (a dict/set literal), dropping the vast majority of real function bodies. It was also missing from the class-body use_indentation_scoping tuple, the _CLASS_START_NAMED_EXTRACTION_LANGS allowlist, the docstring-harvest-below-signature tuple, and the single-line-function-body bypass tuple in detector.py, plus prism.py's docstring-stripping and carry-aware-quote gates (which referenced a stale 'micropython' identifier instead of the real 'embedded_python' lang_id). Verified via language-crucible's embedded_python/meow_turtle corpus: the raw func_start regex matched 82/82 real functions across the 7 files GitGalaxy classifies as embedded_python (matching ctags' own 82 exactly), but the live pipeline's named function_data list only reached 13 before the fix. After adding embedded_python to all six special-case tuples, every file's function_count matches the raw regex exactly and a direct gather_language('embedded_python') name-diff against ctags shows zero missing/extra functions and zero classes diffs across all 7 files."
     },
     "fortran/class/existence/agree[gitgalaxy,tree_sitter]_vs[ctags]": {
       "agreeing_tools": [
@@ -5172,7 +5174,7 @@
       "investigated_at": "2026-08-21T23:35:49Z",
       "investigated_by": "Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 8,
       "last_seen_examples": [
         {
@@ -5273,7 +5275,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -5305,7 +5307,7 @@
       "investigated_at": "2026-08-21T00:00:00Z",
       "investigated_by": "Claude Sonnet 5, direct investigation (surfaced while re-blessing the tri-comparison chart after #1973/#1985)",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -5337,7 +5339,7 @@
       "investigated_at": "2026-08-21T23:35:49Z",
       "investigated_by": "Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -5368,7 +5370,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -5400,7 +5402,7 @@
       "investigated_at": "2026-08-21T23:35:49Z",
       "investigated_by": "Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 15,
       "last_seen_examples": [
         {
@@ -5514,7 +5516,7 @@
       "investigated_at": "2026-08-21T23:35:49Z",
       "investigated_by": "Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -5558,7 +5560,7 @@
       "investigated_at": "2026-08-21T23:35:49Z",
       "investigated_by": "Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -5590,7 +5592,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "fortran",
-      "last_reconciled_at": "2026-08-31T12:27:53Z",
+      "last_reconciled_at": "2026-08-31T14:26:42Z",
       "last_seen_count": 16,
       "last_seen_examples": [
         {
@@ -5699,7 +5701,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "go",
-      "last_reconciled_at": "2026-08-31T12:27:55Z",
+      "last_reconciled_at": "2026-08-31T14:26:45Z",
       "last_seen_count": 75,
       "last_seen_examples": [
         {
@@ -5811,7 +5813,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "go",
-      "last_reconciled_at": "2026-08-31T12:27:55Z",
+      "last_reconciled_at": "2026-08-31T14:26:45Z",
       "last_seen_count": 75,
       "last_seen_examples": [
         {
@@ -5915,7 +5917,7 @@
       "investigated_at": "2026-08-31T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "groovy",
-      "last_reconciled_at": "2026-08-31T12:27:57Z",
+      "last_reconciled_at": "2026-08-31T14:26:47Z",
       "last_seen_count": 721,
       "last_seen_examples": [
         {
@@ -6019,7 +6021,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (session investigation)",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 16,
       "last_seen_examples": [
         {
@@ -6131,7 +6133,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (session investigation)",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -6236,7 +6238,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -6269,7 +6271,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -6302,7 +6304,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (dispatched agent investigation)",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 102,
       "last_seen_examples": [
         {
@@ -6416,7 +6418,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (dispatched agent investigation)",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 69,
       "last_seen_examples": [
         {
@@ -6532,7 +6534,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (session investigation)",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -6564,7 +6566,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -6596,7 +6598,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "haskell",
-      "last_reconciled_at": "2026-08-31T12:27:58Z",
+      "last_reconciled_at": "2026-08-31T14:26:49Z",
       "last_seen_count": 91,
       "last_seen_examples": [
         {
@@ -6710,7 +6712,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "html",
-      "last_reconciled_at": "2026-08-31T12:28:00Z",
+      "last_reconciled_at": "2026-08-31T14:26:51Z",
       "last_seen_count": 37,
       "last_seen_examples": [
         {
@@ -6824,7 +6826,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "html",
-      "last_reconciled_at": "2026-08-31T12:28:00Z",
+      "last_reconciled_at": "2026-08-31T14:26:51Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -6857,7 +6859,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "html",
-      "last_reconciled_at": "2026-08-31T12:28:00Z",
+      "last_reconciled_at": "2026-08-31T14:26:51Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -6899,7 +6901,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "java",
-      "last_reconciled_at": "2026-08-31T12:28:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:52Z",
       "last_seen_count": 28,
       "last_seen_examples": [
         {
@@ -7013,7 +7015,7 @@
       "investigated_at": "2026-08-22T01:15:53Z",
       "investigated_by": "Sonnet 5, direct investigation via tri-comparison-ledger-sweep",
       "language": "java",
-      "last_reconciled_at": "2026-08-31T12:28:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:52Z",
       "last_seen_count": 12,
       "last_seen_examples": [
         {
@@ -7127,7 +7129,7 @@
       "investigated_at": "2026-08-22T01:15:53Z",
       "investigated_by": "Sonnet 5, direct investigation via tri-comparison-ledger-sweep",
       "language": "java",
-      "last_reconciled_at": "2026-08-31T12:28:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:52Z",
       "last_seen_count": 28,
       "last_seen_examples": [
         {
@@ -7240,7 +7242,7 @@
       "investigated_at": "2026-08-22T01:15:53Z",
       "investigated_by": "Sonnet 5, direct investigation via tri-comparison-ledger-sweep",
       "language": "java",
-      "last_reconciled_at": "2026-08-31T12:28:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:52Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -7273,7 +7275,7 @@
       "investigated_at": "2026-08-22T01:15:53Z",
       "investigated_by": "Sonnet 5, direct investigation via tri-comparison-ledger-sweep",
       "language": "java",
-      "last_reconciled_at": "2026-08-31T12:28:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:52Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -7324,7 +7326,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "java",
-      "last_reconciled_at": "2026-08-31T12:28:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:52Z",
       "last_seen_count": 315,
       "last_seen_examples": [
         {
@@ -7438,7 +7440,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "java",
-      "last_reconciled_at": "2026-08-31T12:28:01Z",
+      "last_reconciled_at": "2026-08-31T14:26:52Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -7489,7 +7491,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 93,
       "last_seen_examples": [
         {
@@ -7603,7 +7605,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 7,
       "last_seen_examples": [
         {
@@ -7690,7 +7692,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -7730,7 +7732,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 45,
       "last_seen_examples": [
         {
@@ -7834,7 +7836,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 13,
       "last_seen_examples": [
         {
@@ -7948,7 +7950,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -8026,7 +8028,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 265,
       "last_seen_examples": [
         {
@@ -8142,7 +8144,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 189,
       "last_seen_examples": [
         {
@@ -8255,7 +8257,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 194,
       "last_seen_examples": [
         {
@@ -8359,7 +8361,7 @@
       "investigated_at": "2026-08-21",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "javascript",
-      "last_reconciled_at": "2026-08-31T12:28:04Z",
+      "last_reconciled_at": "2026-08-31T14:26:55Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -8392,7 +8394,7 @@
       "investigated_at": "2026-08-22T11:40:48Z",
       "investigated_by": "claude-sonnet-5, dispatched via tri-comparison-ledger-sweep (direct investigation, no Gemini dispatch -- small occurrence counts, answer was directly checkable)",
       "language": "kotlin",
-      "last_reconciled_at": "2026-08-31T12:28:07Z",
+      "last_reconciled_at": "2026-08-31T14:26:58Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -8445,7 +8447,7 @@
       "investigated_at": "2026-08-22T11:40:48Z",
       "investigated_by": "claude-sonnet-5, dispatched via tri-comparison-ledger-sweep (direct investigation, no Gemini dispatch -- small occurrence counts, answer was directly checkable)",
       "language": "kotlin",
-      "last_reconciled_at": "2026-08-31T12:28:07Z",
+      "last_reconciled_at": "2026-08-31T14:26:58Z",
       "last_seen_count": 15,
       "last_seen_examples": [
         {
@@ -8559,7 +8561,7 @@
       "investigated_at": "2026-08-22T11:45:48Z",
       "investigated_by": "claude-sonnet-5, dispatched via tri-comparison-ledger-sweep (direct investigation, no Gemini dispatch)",
       "language": "kotlin",
-      "last_reconciled_at": "2026-08-31T12:28:07Z",
+      "last_reconciled_at": "2026-08-31T14:26:58Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -8592,7 +8594,7 @@
       "investigated_at": "2026-08-22T11:40:48Z",
       "investigated_by": "claude-sonnet-5, dispatched via tri-comparison-ledger-sweep (direct investigation, no Gemini dispatch -- small occurrence counts, answer was directly checkable)",
       "language": "kotlin",
-      "last_reconciled_at": "2026-08-31T12:28:07Z",
+      "last_reconciled_at": "2026-08-31T14:26:58Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -8625,7 +8627,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -8656,7 +8658,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 42,
       "last_seen_examples": [
         {
@@ -8770,7 +8772,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -8848,7 +8850,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -8881,7 +8883,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 487,
       "last_seen_examples": [
         {
@@ -8995,7 +8997,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 22,
       "last_seen_examples": [
         {
@@ -9109,7 +9111,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -9142,7 +9144,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "lua",
-      "last_reconciled_at": "2026-08-31T12:28:12Z",
+      "last_reconciled_at": "2026-08-31T14:27:05Z",
       "last_seen_count": 12,
       "last_seen_examples": [
         {
@@ -9257,7 +9259,7 @@
       "investigated_at": "2026-08-24T03:52:19Z",
       "investigated_by": "Antigravity (direct source read)",
       "language": "m4",
-      "last_reconciled_at": "2026-08-31T12:28:13Z",
+      "last_reconciled_at": "2026-08-31T14:27:06Z",
       "last_seen_count": 4,
       "last_seen_examples": [
         {
@@ -9314,7 +9316,7 @@
       "investigated_at": "2026-08-24T03:52:19Z",
       "investigated_by": "Antigravity (direct source read)",
       "language": "m4",
-      "last_reconciled_at": "2026-08-31T12:28:13Z",
+      "last_reconciled_at": "2026-08-31T14:27:06Z",
       "last_seen_count": 76,
       "last_seen_examples": [
         {
@@ -9419,7 +9421,7 @@
       "investigated_at": "2026-08-24T03:52:19Z",
       "investigated_by": "Antigravity (direct source read)",
       "language": "m4",
-      "last_reconciled_at": "2026-08-31T12:28:13Z",
+      "last_reconciled_at": "2026-08-31T14:27:06Z",
       "last_seen_count": 36,
       "last_seen_examples": [
         {
@@ -9523,7 +9525,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "makefile",
-      "last_reconciled_at": "2026-08-31T12:28:14Z",
+      "last_reconciled_at": "2026-08-31T14:27:07Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -9558,7 +9560,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "matlab",
-      "last_reconciled_at": "2026-08-31T12:28:15Z",
+      "last_reconciled_at": "2026-08-31T14:27:09Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -9590,7 +9592,7 @@
       "investigated_at": null,
       "investigated_by": null,
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -9632,7 +9634,7 @@
       "investigated_at": "2026-08-25T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -9676,7 +9678,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 89,
       "last_seen_examples": [
         {
@@ -9790,7 +9792,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 104,
       "last_seen_examples": [
         {
@@ -9906,7 +9908,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -9938,7 +9940,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -9972,7 +9974,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -10013,7 +10015,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "objective-c",
-      "last_reconciled_at": "2026-08-31T12:28:17Z",
+      "last_reconciled_at": "2026-08-31T14:27:11Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -10053,7 +10055,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -10086,7 +10088,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -10118,7 +10120,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -10148,7 +10150,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 12,
       "last_seen_examples": [
         {
@@ -10262,7 +10264,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 7,
       "last_seen_examples": [
         {
@@ -10349,7 +10351,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 7,
       "last_seen_examples": [
         {
@@ -10438,7 +10440,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -10472,7 +10474,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -10504,7 +10506,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation correcting a prior misdiagnosis",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 122,
       "last_seen_examples": [
         {
@@ -10617,7 +10619,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "perl",
-      "last_reconciled_at": "2026-08-31T12:28:24Z",
+      "last_reconciled_at": "2026-08-31T14:27:17Z",
       "last_seen_count": 122,
       "last_seen_examples": [
         {
@@ -10721,12 +10723,12 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "php",
-      "last_reconciled_at": "2026-08-31T12:28:28Z",
+      "last_reconciled_at": "2026-08-31T14:27:21Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
           "file_path": "laravel_core/BladeCompiler.php",
-          "name": "AnonymousClassa08aab890100",
+          "name": "AnonymousClassea70ff800100",
           "readings": {
             "ctags": 342,
             "gitgalaxy": null,
@@ -10754,7 +10756,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "php",
-      "last_reconciled_at": "2026-08-31T12:28:28Z",
+      "last_reconciled_at": "2026-08-31T14:27:21Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -10787,7 +10789,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "php",
-      "last_reconciled_at": "2026-08-31T12:28:28Z",
+      "last_reconciled_at": "2026-08-31T14:27:21Z",
       "last_seen_count": 68,
       "last_seen_examples": [
         {
@@ -10900,7 +10902,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "php",
-      "last_reconciled_at": "2026-08-31T12:28:28Z",
+      "last_reconciled_at": "2026-08-31T14:27:21Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -10932,7 +10934,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "powershell",
-      "last_reconciled_at": "2026-08-31T12:28:32Z",
+      "last_reconciled_at": "2026-08-31T14:27:25Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -11037,7 +11039,7 @@
       "investigated_at": "2026-08-29",
       "investigated_by": "Claude Sonnet 5, dispatched via tri-comparison-ledger-sweep",
       "language": "powershell",
-      "last_reconciled_at": "2026-08-31T12:28:32Z",
+      "last_reconciled_at": "2026-08-31T14:27:25Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -11068,7 +11070,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "powershell",
-      "last_reconciled_at": "2026-08-31T12:28:32Z",
+      "last_reconciled_at": "2026-08-31T14:27:25Z",
       "last_seen_count": 5,
       "last_seen_examples": [
         {
@@ -11137,7 +11139,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "powershell",
-      "last_reconciled_at": "2026-08-31T12:28:32Z",
+      "last_reconciled_at": "2026-08-31T14:27:25Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -11170,7 +11172,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "powershell",
-      "last_reconciled_at": "2026-08-31T12:28:32Z",
+      "last_reconciled_at": "2026-08-31T14:27:25Z",
       "last_seen_count": 16,
       "last_seen_examples": [
         {
@@ -11283,7 +11285,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "powershell",
-      "last_reconciled_at": "2026-08-31T12:28:32Z",
+      "last_reconciled_at": "2026-08-31T14:27:25Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -11315,7 +11317,7 @@
       "investigated_at": "2026-08-21T03:23:52Z",
       "investigated_by": "claude sonnet 5, tri-comparison-ledger-sweep (direct investigation, no dispatch needed)",
       "language": "python",
-      "last_reconciled_at": "2026-08-31T12:28:44Z",
+      "last_reconciled_at": "2026-08-31T14:27:35Z",
       "last_seen_count": 4,
       "last_seen_examples": [
         {
@@ -11374,7 +11376,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "python",
-      "last_reconciled_at": "2026-08-31T12:28:44Z",
+      "last_reconciled_at": "2026-08-31T14:27:35Z",
       "last_seen_count": 4,
       "last_seen_examples": [
         {
@@ -11430,7 +11432,7 @@
       "investigated_at": "2026-08-21T03:23:52Z",
       "investigated_by": "claude sonnet 5, tri-comparison-ledger-sweep (direct investigation, no dispatch needed)",
       "language": "python",
-      "last_reconciled_at": "2026-08-31T12:28:44Z",
+      "last_reconciled_at": "2026-08-31T14:27:35Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -11463,7 +11465,7 @@
       "investigated_at": "2026-08-21T12:03:03Z",
       "investigated_by": "claude sonnet 5, tri-comparison-ledger-sweep (direct investigation, no dispatch needed)",
       "language": "python",
-      "last_reconciled_at": "2026-08-31T12:28:44Z",
+      "last_reconciled_at": "2026-08-31T14:27:35Z",
       "last_seen_count": 100,
       "last_seen_examples": [
         {
@@ -11579,7 +11581,7 @@
       "investigated_at": "2026-08-21T12:03:03Z",
       "investigated_by": "claude sonnet 5, tri-comparison-ledger-sweep (direct investigation, no dispatch needed)",
       "language": "python",
-      "last_reconciled_at": "2026-08-31T12:28:44Z",
+      "last_reconciled_at": "2026-08-31T14:27:35Z",
       "last_seen_count": 5,
       "last_seen_examples": [
         {
@@ -11648,7 +11650,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "python",
-      "last_reconciled_at": "2026-08-31T12:28:44Z",
+      "last_reconciled_at": "2026-08-31T14:27:35Z",
       "last_seen_count": 5,
       "last_seen_examples": [
         {
@@ -11716,7 +11718,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "python",
-      "last_reconciled_at": "2026-08-31T12:28:44Z",
+      "last_reconciled_at": "2026-08-31T14:27:35Z",
       "last_seen_count": 100,
       "last_seen_examples": [
         {
@@ -11822,7 +11824,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "ruby",
-      "last_reconciled_at": "2026-08-31T12:28:45Z",
+      "last_reconciled_at": "2026-08-31T14:27:36Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -11864,7 +11866,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "ruby",
-      "last_reconciled_at": "2026-08-31T12:28:45Z",
+      "last_reconciled_at": "2026-08-31T14:27:36Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -11942,7 +11944,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "ruby",
-      "last_reconciled_at": "2026-08-31T12:28:45Z",
+      "last_reconciled_at": "2026-08-31T14:27:36Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -11993,7 +11995,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "ruby",
-      "last_reconciled_at": "2026-08-31T12:28:45Z",
+      "last_reconciled_at": "2026-08-31T14:27:36Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -12071,7 +12073,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "ruby",
-      "last_reconciled_at": "2026-08-31T12:28:45Z",
+      "last_reconciled_at": "2026-08-31T14:27:36Z",
       "last_seen_count": 9,
       "last_seen_examples": [
         {
@@ -12167,7 +12169,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 14,
       "last_seen_examples": [
         {
@@ -12281,7 +12283,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved directly via live ctags run, no dispatch)",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -12334,7 +12336,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Gemini (dispatched via tri-comparison-ledger-sweep), confirmed by Claude Sonnet 5",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 25,
       "last_seen_examples": [
         {
@@ -12447,7 +12449,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 25,
       "last_seen_examples": [
         {
@@ -12553,7 +12555,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 3,
       "last_seen_examples": [
         {
@@ -12604,7 +12606,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Gemini (dispatched via tri-comparison-ledger-sweep, 2 rounds with self-correction), confirmed by Claude Sonnet 5",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 21,
       "last_seen_examples": [
         {
@@ -12716,7 +12718,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Gemini (dispatched via tri-comparison-ledger-sweep), confirmed by Claude Sonnet 5",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 21,
       "last_seen_examples": [
         {
@@ -12830,7 +12832,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 83,
       "last_seen_examples": [
         {
@@ -12944,7 +12946,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -12977,7 +12979,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved directly via live ctags run, no dispatch)",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -13012,7 +13014,7 @@
       "investigated_at": "2026-08-19T00:00:00Z",
       "investigated_by": "Claude Sonnet 5 (resolved from existing Claim 6 documentation, no dispatch)",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 152,
       "last_seen_examples": [
         {
@@ -13125,7 +13127,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "rust",
-      "last_reconciled_at": "2026-08-31T12:28:49Z",
+      "last_reconciled_at": "2026-08-31T14:27:40Z",
       "last_seen_count": 152,
       "last_seen_examples": [
         {
@@ -13231,7 +13233,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "scala",
-      "last_reconciled_at": "2026-08-31T12:28:51Z",
+      "last_reconciled_at": "2026-08-31T14:27:43Z",
       "last_seen_count": 16,
       "last_seen_examples": [
         {
@@ -13334,7 +13336,7 @@
       "investigated_at": "2026-08-20",
       "investigated_by": "gemini-3.1-pro-high (agy), dispatched via tri-comparison-ledger-sweep, reviewed and fixed by claude-sonnet-5",
       "language": "scheme",
-      "last_reconciled_at": "2026-08-31T12:28:56Z",
+      "last_reconciled_at": "2026-08-31T14:27:47Z",
       "last_seen_count": 84,
       "last_seen_examples": [
         {
@@ -13441,7 +13443,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "scheme",
-      "last_reconciled_at": "2026-08-31T12:28:56Z",
+      "last_reconciled_at": "2026-08-31T14:27:47Z",
       "last_seen_count": 50,
       "last_seen_examples": [
         {
@@ -13543,7 +13545,7 @@
       "investigated_at": "2026-08-28T23:59:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "shell",
-      "last_reconciled_at": "2026-08-31T12:29:00Z",
+      "last_reconciled_at": "2026-08-31T14:27:51Z",
       "last_seen_count": 11,
       "last_seen_examples": [
         {
@@ -13657,7 +13659,7 @@
       "investigated_at": "2026-08-28T23:59:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "shell",
-      "last_reconciled_at": "2026-08-31T12:29:00Z",
+      "last_reconciled_at": "2026-08-31T14:27:51Z",
       "last_seen_count": 14,
       "last_seen_examples": [
         {
@@ -13771,7 +13773,7 @@
       "investigated_at": "2026-08-28T23:59:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "shell",
-      "last_reconciled_at": "2026-08-31T12:29:00Z",
+      "last_reconciled_at": "2026-08-31T14:27:51Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -13804,7 +13806,7 @@
       "investigated_at": "2026-08-28T23:59:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "shell",
-      "last_reconciled_at": "2026-08-31T12:29:00Z",
+      "last_reconciled_at": "2026-08-31T14:27:51Z",
       "last_seen_count": 41,
       "last_seen_examples": [
         {
@@ -13918,7 +13920,7 @@
       "investigated_at": "2026-08-28T23:59:00Z",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "shell",
-      "last_reconciled_at": "2026-08-31T12:29:00Z",
+      "last_reconciled_at": "2026-08-31T14:27:51Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -13954,7 +13956,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "solidity",
-      "last_reconciled_at": "2026-08-31T12:29:01Z",
+      "last_reconciled_at": "2026-08-31T14:27:53Z",
       "last_seen_count": 6,
       "last_seen_examples": [
         {
@@ -14024,7 +14026,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "sqlite",
-      "last_reconciled_at": "2026-08-31T12:29:02Z",
+      "last_reconciled_at": "2026-08-31T14:27:54Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14064,7 +14066,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "sqlite",
-      "last_reconciled_at": "2026-08-31T12:29:02Z",
+      "last_reconciled_at": "2026-08-31T14:27:54Z",
       "last_seen_count": 7,
       "last_seen_examples": [
         {
@@ -14144,7 +14146,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "sqlite",
-      "last_reconciled_at": "2026-08-31T12:29:02Z",
+      "last_reconciled_at": "2026-08-31T14:27:54Z",
       "last_seen_count": 734,
       "last_seen_examples": [
         {
@@ -14246,7 +14248,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "swift",
-      "last_reconciled_at": "2026-08-31T12:29:03Z",
+      "last_reconciled_at": "2026-08-31T14:27:56Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14287,7 +14289,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "swift",
-      "last_reconciled_at": "2026-08-31T12:29:03Z",
+      "last_reconciled_at": "2026-08-31T14:27:56Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -14320,7 +14322,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "swift",
-      "last_reconciled_at": "2026-08-31T12:29:03Z",
+      "last_reconciled_at": "2026-08-31T14:27:56Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -14352,7 +14354,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 13,
       "last_seen_examples": [
         {
@@ -14471,7 +14473,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14513,7 +14515,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude (Sonnet 5), direct investigation via tri-comparison-ledger-sweep",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 93,
       "last_seen_examples": [
         {
@@ -14627,7 +14629,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 16,
       "last_seen_examples": [
         {
@@ -14743,7 +14745,7 @@
       "investigated_at": "2026-08-30",
       "investigated_by": "Claude (Sonnet 5), enriched during docs/language_status/tcl.md write-up via tri-comparison-ledger-sweep",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14784,7 +14786,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14828,7 +14830,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14873,7 +14875,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "tcl",
-      "last_reconciled_at": "2026-08-31T12:29:05Z",
+      "last_reconciled_at": "2026-08-31T14:27:59Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14913,7 +14915,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -14955,7 +14957,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 501,
       "last_seen_examples": [
         {
@@ -15067,7 +15069,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 4,
       "last_seen_examples": [
         {
@@ -15127,7 +15129,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -15160,7 +15162,7 @@
       "investigated_at": "2026-08-26T16:02:21Z",
       "investigated_by": "Claude (Sonnet 5), tri-comparison-ledger-sweep skill",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 7,
       "last_seen_examples": [
         {
@@ -15247,7 +15249,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 204,
       "last_seen_examples": [
         {
@@ -15361,7 +15363,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 2226,
       "last_seen_examples": [
         {
@@ -15477,7 +15479,7 @@
       "investigated_at": "2026-08-24T04:14:26Z",
       "investigated_by": "Antigravity (direct sweep)",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -15518,7 +15520,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -15560,7 +15562,7 @@
       "investigated_at": "2026-08-26T16:02:21Z",
       "investigated_by": "Claude (Sonnet 5), tri-comparison-ledger-sweep skill",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -15603,7 +15605,7 @@
       "investigated_at": "2026-08-26T00:00:00Z",
       "investigated_by": "Claude (Sonnet 5), dispatched via tri-comparison-ledger-sweep",
       "language": "typescript",
-      "last_reconciled_at": "2026-08-31T12:29:13Z",
+      "last_reconciled_at": "2026-08-31T14:28:05Z",
       "last_seen_count": 183,
       "last_seen_examples": [
         {
@@ -15706,7 +15708,7 @@
       "investigated_at": "2026-08-27",
       "investigated_by": "claude-sonnet-5, dispatched via tri-comparison-ledger-sweep",
       "language": "yacc",
-      "last_reconciled_at": "2026-08-31T12:29:14Z",
+      "last_reconciled_at": "2026-08-31T14:28:06Z",
       "last_seen_count": 18,
       "last_seen_examples": [
         {
@@ -15813,7 +15815,7 @@
       "investigated_at": "2026-08-23T18:02:16Z",
       "investigated_by": "Antigravity",
       "language": "zig",
-      "last_reconciled_at": "2026-08-31T12:29:24Z",
+      "last_reconciled_at": "2026-08-31T14:28:14Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
@@ -15848,7 +15850,7 @@
       "investigated_at": "2026-08-23T18:02:16Z",
       "investigated_by": "Antigravity",
       "language": "zig",
-      "last_reconciled_at": "2026-08-31T12:29:24Z",
+      "last_reconciled_at": "2026-08-31T14:28:14Z",
       "last_seen_count": 2,
       "last_seen_examples": [
         {
@@ -15891,7 +15893,7 @@
       "investigated_at": "2026-08-23T18:02:16Z",
       "investigated_by": "Antigravity",
       "language": "zig",
-      "last_reconciled_at": "2026-08-31T12:29:24Z",
+      "last_reconciled_at": "2026-08-31T14:28:14Z",
       "last_seen_count": 1,
       "last_seen_examples": [
         {
diff --git a/gitgalaxy/core/detector.py b/gitgalaxy/core/detector.py
index 696fb7603..597050858 100644
--- a/gitgalaxy/core/detector.py
+++ b/gitgalaxy/core/detector.py
@@ -448,6 +448,12 @@ def get_mode(cls, lang_id: str) -> Optional[str]:
         # fallback regex. Its own class_start safely extracts build stage
         # boundaries (either the explicit `AS <alias>` name or the base image).
         "dockerfile",
+        # tri-comparison-ledger-sweep (embedded_python, 2026-08-31): embedded_python's
+        # own class_start regex already matches real Python `class Name:` syntax
+        # correctly -- it was simply never added to this allowlist (same "never in
+        # scope, not decided out" gap as cobol's own entry above), so the named class
+        # list stayed empty regardless of struct_class_start's own accurate count.
+        "embedded_python",
         "jcl",
         # #1858: cobol's own class_start regex already matches PROGRAM-ID/CLASS-ID/
         # INTERFACE-ID/FACTORY/OBJECT correctly and identically to universal-ctags'
@@ -1095,7 +1101,7 @@ def splice(
             # is non-empty) so class_safe_stream/use_indentation_scoping are
             # never referenced uninitialized below.
             lang_family = self.languages.get(self.primary_lang_id, {}).get("lexical_family", "c_style_comment")
-            use_indentation_scoping = self.primary_lang_id in ("python", "yaml") or lang_family in (
+            use_indentation_scoping = self.primary_lang_id in ("python", "embedded_python", "yaml") or lang_family in (
                 "single_line_only",
                 "multi_style_dash",
             )
@@ -1530,7 +1536,7 @@ def _extract_documentation_tether(self, start_line: int, lang_id: str) -> str:
                 break
 
         # 2. Harvest Below (Python docstrings, MATLAB help, Ruby =begin)
-        if lang_id in ("python", "matlab", "ruby", "elixir"):
+        if lang_id in ("python", "embedded_python", "matlab", "ruby", "elixir"):
             in_below_doc = False
             for j in range(i + 1, min(len(self.raw_content_lines), i + 10)):
                 nxt = self.raw_content_lines[j].strip()
@@ -2367,6 +2373,20 @@ def _function_slice(
                         sats, impact = self._slice_by_m4_brackets(code, rules, offset, spatial_map)
                     elif family in ("single_line_only", "multi_style_dash") or lang_id in (
                         "python",
+                        # tri-comparison-ledger-sweep (embedded_python, 2026-08-31,
+                        # embedded_python/function/existence/agree[ctags]_vs[gitgalaxy],
+                        # 69 occurrences): embedded_python's syntax is real Python
+                        # (indentation-scoped, no braces at all), but it had no
+                        # ScopeParsingRegistry entry and wasn't in this tuple, so it
+                        # silently fell through to Mode_B_Braces below -- which can only
+                        # bound a body when a stray `{`/`}` happens to appear nearby (a
+                        # dict/set literal), dropping the vast majority of real function
+                        # bodies. Confirmed via language-crucible's embedded_python/
+                        # meow_turtle corpus: raw func_start regex matched 82/82 real
+                        # functions across the 7 files GitGalaxy actually classifies as
+                        # embedded_python (matching ctags almost exactly), but the live
+                        # pipeline's named function_data list only reached 13.
+                        "embedded_python",
                         "yaml",
                         # #1266: Haskell's layout rule is indentation-based (the
                         # "off-side rule"), not brace-based -- it was falling
@@ -4707,7 +4727,8 @@ def _slice_by_indentation(
             # Extract the raw payload using the ORIGINAL code to retain the exact executable payload
             block = code[start_idx:end_idx].strip()
             if not block or (
-                len(block.splitlines()) < 2 and lang_id not in ("haskell", "python", "typescript", "javascript")
+                len(block.splitlines()) < 2
+                and lang_id not in ("haskell", "python", "embedded_python", "typescript", "javascript")
             ):
                 continue
 
diff --git a/gitgalaxy/core/prism.py b/gitgalaxy/core/prism.py
index 85814ca95..3d9b5cdaa 100644
--- a/gitgalaxy/core/prism.py
+++ b/gitgalaxy/core/prism.py
@@ -328,7 +328,7 @@ def _strip_segment_comments(self, text: str, lang_id: str, family: str) -> tuple
         lits = []
 
         # 1. PRE-PROCESSING: Extract documentation surface BEFORE any early returns
-        if lang_id in ("python", "micropython", "ruby"):
+        if lang_id in ("python", "micropython", "embedded_python", "ruby"):
             text, python_lits = self._strip_python_docstrings(text)
             lits.extend(python_lits)
         elif lang_id == "php":
@@ -1180,8 +1180,8 @@ def _strip_single_line_comments(self, text: str, lang_id: str) -> tuple[str, str
         quote inside a real comment can still only mis-pair within that
         same line, exactly as #1184 intended.
 
-        Gated to `lang_id in ("python", "micropython", "ruby")` -- the same
-        set already routed through `_strip_python_docstrings` above, whose
+        Gated to `lang_id in ("python", "micropython", "embedded_python", "ruby")` --
+        the same set already routed through `_strip_python_docstrings` above, whose
         `"`/`'` are always genuine string delimiters. Confirmed unsafe to
         widen to the rest of the "line_exclusive" family: Perl's `y///`,
         `tr///`, `s///`, and `m//` quote-like operators can contain a bare
@@ -1193,7 +1193,7 @@ def _strip_single_line_comments(self, text: str, lang_id: str) -> tuple[str, str
         (confirmed via language-crucible's perl/mojo/Template.pm).
         """
         pattern = self.SINGLE_LINE_DELIMITER_PATTERNS.get(lang_id) or re.compile(r"(?!)")
-        carry_aware = lang_id in ("python", "micropython", "ruby", "shell")
+        carry_aware = lang_id in ("python", "micropython", "embedded_python", "ruby", "shell")
         code, comments = [], []
         carry_quote: Optional[str] = None
 
diff --git a/tests/golden_master_audit.json b/tests/golden_master_audit.json
index 8d0fab638..f70f53554 100644
--- a/tests/golden_master_audit.json
+++ b/tests/golden_master_audit.json
@@ -12,8 +12,8 @@
             },
             "Target Root Name": "data",
             "Absolute Project Path": "/home/joe/nyx_projects/language-crucible/data",
-            "Analysis ISO Timestamp": "2026-08-31T11:54:51.497906+00:00",
-            "Total Scan Duration": "56.77 seconds"
+            "Analysis ISO Timestamp": "2026-08-31T14:24:03.836512+00:00",
+            "Total Scan Duration": "53.06 seconds"
         },
         "Source Control Footprint (Immutable Anchor)": {
             "Active Branch": "HEAD",
@@ -26,7 +26,7 @@
         "summary": {
             "total_files": 3365,
             "verified_files": 2817,
-            "total_loc": 836694,
+            "total_loc": 836237,
             "dominant_language": "c",
             "volatility_index": 0.0,
             "Percent_Visible": 83.7
@@ -236,10 +236,10 @@
             }
         },
         "health": {
-            "avg_cognitive_load": 29.823,
-            "avg_safety_score": 47.579,
-            "avg_tech_debt": 42.501,
-            "avg_documentation": 29.594
+            "avg_cognitive_load": 29.832,
+            "avg_safety_score": 47.587,
+            "avg_tech_debt": 42.544,
+            "avg_documentation": 29.612
         },
         "composition": {
             "markdown": {
@@ -359,8 +359,8 @@
             },
             "embedded_python": {
                 "files": 7,
-                "loc": 2477,
-                "impact": 2148.56
+                "loc": 2020,
+                "impact": 1773.3000000000002
             },
             "shell": {
                 "files": 213,
@@ -4097,20 +4097,20 @@
             },
             "embedded_python/meow_turtle": {
                 "file_count": 14,
-                "total_mass": 2659.18,
+                "total_mass": 2283.92,
                 "avg_exposures": {
-                    "cognitive_load": 21.06,
-                    "safety_score": 61.1,
-                    "tech_debt": 19.25,
-                    "verification": 7.99,
-                    "api_exposure": 4.95,
-                    "concurrency": 10.74,
-                    "state_flux": 79.9,
+                    "cognitive_load": 22.89,
+                    "safety_score": 62.77,
+                    "tech_debt": 27.84,
+                    "verification": 30.27,
+                    "api_exposure": 5.33,
+                    "concurrency": 12.44,
+                    "state_flux": 80.9,
                     "dead_code": 0.0,
                     "spec_match": 7.14,
                     "stability": 50.0,
                     "churn": 0.0,
-                    "documentation": 27.45,
+                    "documentation": 30.97,
                     "secrets_risk": 0.0
                 }
             },
@@ -538480,44 +538480,45 @@
                 }
             }
         },
-        "embedded_python/meow_turtle": {
-            "Directory Group Magnitude": 2659.18,
-            "File Count": 14,
+        "python/airflow": {
+            "Directory Group Magnitude": 2606.32,
+            "File Count": 3,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "21.06%",
-                "Error & Exception Exposure": "61.1%",
-                "Tech Debt Exposure": "19.25%",
-                "Testing Exposure": "7.99%",
-                "API Exposure": "4.95%",
-                "Concurrency Exposure": "10.74%",
-                "State Flux Exposure": "79.9%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "7.14%",
+                "Cognitive Load Exposure": "15.22%",
+                "Error & Exception Exposure": "57.05%",
+                "Tech Debt Exposure": "42.21%",
+                "Testing Exposure": "80.0%",
+                "API Exposure": "3.07%",
+                "Concurrency Exposure": "31.63%",
+                "State Flux Exposure": "58.33%",
+                "Commented Logic Exposure": "3.48%",
+                "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "27.45%",
+                "Documentation Exposure": "14.68%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "embedded_python/meow_turtle/diagnostics.py": {
+                "python/airflow/dag.py": {
                     "1. Artifact Identity": {
-                        "Filename": "diagnostics.py",
-                        "Path": "embedded_python/meow_turtle/diagnostics.py",
+                        "Filename": "dag.py",
+                        "Path": "python/airflow/dag.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "AirflowException, Base",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9095.04,
-                        "Y": -89.48,
-                        "Z": -4111.65
+                        "X": -1238.86,
+                        "Y": 258.69,
+                        "Z": 9945.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -538526,185 +538527,425 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 169,
-                        "Coding LOC": 82,
-                        "Documentation LOC": 65,
-                        "Structural Magnitude": 67.34,
-                        "Control Flow Ratio": "37.0%",
-                        "Popularity Rank": 5,
+                        "Total LOC": 854,
+                        "Coding LOC": 569,
+                        "Documentation LOC": 162,
+                        "Structural Magnitude": 318.68,
+                        "Control Flow Ratio": "27.2%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.492
+                        "Raw Cognitive Density": 0.757
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.12%",
-                        "Error & Exception Exposure": "46.67%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "6.68%",
+                        "Cognitive Load Exposure": "25.36%",
+                        "Error & Exception Exposure": "62.25%",
+                        "Tech Debt Exposure": "92.48%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.18%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "53.97%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "96.59%",
+                        "Commented Logic Exposure": "5.24%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.6%",
+                        "Documentation Exposure": "20.21%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_parse_py_header",
-                            "Structural Impact": 21.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 10,
+                            "Function Name": "dags_needing_dagruns",
+                            "Structural Impact": 38.6,
+                            "Lines of Code (LOC)": 114,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "52.6%",
-                            "Start Line": 79,
-                            "End Line": 119
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 626,
+                            "End Line": 739
                         },
                         {
-                            "Function Name": "scan",
+                            "Function Name": "deadline",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 503,
+                            "End Line": 517
+                        },
+                        {
+                            "Function Name": "calculate_dagrun_date_fields",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 741,
+                            "End Line": 786
+                        },
+                        {
+                            "Function Name": "get_run_data_interval",
+                            "Structural Impact": 12.1,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 139,
+                            "End Line": 172
+                        },
+                        {
+                            "Function Name": "deactivate_deleted_dags",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 588,
+                            "End Line": 623
+                        },
+                        {
+                            "Function Name": "infer_automated_data_interval",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 107,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 462,
+                            "End Line": 477
+                        },
+                        {
+                            "Function Name": "get_asset_triggered_next_run_info",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 254,
+                            "End Line": 292
+                        },
+                        {
+                            "Function Name": "_get_model_data_interval",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 223,
+                            "End Line": 236
+                        },
+                        {
+                            "Function Name": "get_next_data_interval",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 175,
+                            "End Line": 197
+                        },
+                        {
+                            "Function Name": "next_dagrun_data_interval",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 491,
+                            "End Line": 495
+                        },
+                        {
+                            "Function Name": "__getattr__",
                             "Structural Impact": 5.2,
                             "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 135,
-                            "End Line": 154
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 834,
+                            "End Line": 853
                         },
                         {
-                            "Function Name": "_parse_config",
-                            "Structural Impact": 4.9,
+                            "Function Name": "get_last_dagrun",
+                            "Structural Impact": 4.7,
                             "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 121,
-                            "End Line": 133
+                            "Start Line": 239,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "get_report_string",
+                            "Function Name": "dag_ready",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 640,
+                            "End Line": 651
+                        },
+                        {
+                            "Function Name": "get_dag_id_to_team_name_mapping",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 813,
+                            "End Line": 822
+                        },
+                        {
+                            "Function Name": "get_asset_triggered_next_run_info",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 789,
+                            "End Line": 797
+                        },
+                        {
+                            "Function Name": "get_all",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 333,
+                            "End Line": 337
+                        },
+                        {
+                            "Function Name": "dag_display_name",
                             "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 156,
-                            "End Line": 165
+                            "Start Line": 575,
+                            "End Line": 584
+                        },
+                        {
+                            "Function Name": "dag_display_name",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 571,
+                            "End Line": 572
+                        },
+                        {
+                            "Function Name": "get_paused_dag_ids",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 550,
+                            "End Line": 564
                         },
                         {
                             "Function Name": "__init__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 25,
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 77
+                            "Start Line": 214,
+                            "End Line": 217
                         },
                         {
-                            "Function Name": "info",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "get_last_dagrun",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 27
+                            "Start Line": 537,
+                            "End Line": 542
                         },
                         {
-                            "Function Name": "warn",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "get_team_name",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 29,
-                            "End Line": 31
+                            "Start Line": 801,
+                            "End Line": 809
                         },
                         {
-                            "Function Name": "error",
+                            "Function Name": "get_current",
                             "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 35
+                            "Start Line": 533,
+                            "End Line": 534
                         },
                         {
-                            "Function Name": "crit",
-                            "Structural Impact": 2.1,
+                            "Function Name": "get_dagmodel",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 525,
+                            "End Line": 529
+                        },
+                        {
+                            "Function Name": "get_is_active",
+                            "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 39
+                            "Start Line": 544,
+                            "End Line": 546
                         },
                         {
-                            "Function Name": "debug",
-                            "Structural Impact": 2.1,
+                            "Function Name": "next_dagrun_data_interval",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 483,
+                            "End Line": 488
+                        },
+                        {
+                            "Function Name": "deadline",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 41,
-                            "End Line": 43
+                            "Start Line": 498,
+                            "End Line": 500
+                        },
+                        {
+                            "Function Name": "__str__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 219,
+                            "End Line": 220
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 308,
+                            "End Line": 309
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 329,
+                            "End Line": 330
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 479,
+                            "End Line": 480
+                        },
+                        {
+                            "Function Name": "timezone",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 520,
+                            "End Line": 521
+                        },
+                        {
+                            "Function Name": "safe_dag_id",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 567,
+                            "End Line": 568
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 17,
-                        "Sequential Logic Declarations": 29,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 4,
+                        "Control Flow Branches": 67,
+                        "Sequential Logic Declarations": 179,
+                        "Function Parameters": 34,
+                        "Function/Method Declarations": 34,
+                        "Class/Entity Declarations": 4,
+                        "Defensive Programming Constructs": 16,
+                        "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 13,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 26,
-                        "Unit Test Assertions": 0,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 30,
+                        "State Mutations / Variable Reassignments": 80,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 49,
+                        "Unit Test Assertions": 1,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 24,
+                        "Generic Type Abstractions": 43,
+                        "Collection Iterators / Comprehensions": 8,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 18,
+                        "Module Dependencies (Imports)": 47,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 14,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 1,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 12,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 7,
+                        "Private / Encapsulated Scopes": 43,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 76,
+                        "Structural Space Indentations": 514,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -538712,7 +538953,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 2,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -538720,16 +538961,16 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Vectorized Math & Tensor Operations": 21,
+                        "Core Var Decl": 101,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 9,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 84,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 11,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 14,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -538739,7 +538980,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -538753,34 +538994,71 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 5,
+                        "Direct Upstream (Fragility)": 40,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "failures.",
-                        "json",
-                        "lib.logging",
-                        "os"
+                        "__future__",
+                        "airflow",
+                        "airflow._shared.timezones",
+                        "airflow.assets.evaluation",
+                        "airflow.configuration",
+                        "airflow.exceptions",
+                        "airflow.models.asset",
+                        "airflow.models.base",
+                        "airflow.models.dagbundle",
+                        "airflow.models.dagrun",
+                        "airflow.models.serialized_dag",
+                        "airflow.models.team",
+                        "airflow.sdk",
+                        "airflow.serialization.definitions.assets",
+                        "airflow.serialization.definitions.dag",
+                        "airflow.serialization.encoders",
+                        "airflow.serialization.enums",
+                        "airflow.serialization.serialized_objects",
+                        "airflow.timetables.base",
+                        "airflow.timetables.interval",
+                        "airflow.timetables.simple",
+                        "airflow.utils.deprecation_tools",
+                        "airflow.utils.session",
+                        "airflow.utils.sqlalchemy",
+                        "airflow.utils.state",
+                        "airflow.utils.types",
+                        "collections",
+                        "collections.abc",
+                        "datetime",
+                        "dateutil.relativedelta",
+                        "it",
+                        "pendulum",
+                        "sqlalchemy",
+                        "sqlalchemy.ext.associationproxy",
+                        "sqlalchemy.ext.hybrid",
+                        "sqlalchemy.orm",
+                        "sqlalchemy.sql",
+                        "structlog",
+                        "typing",
+                        "warnings"
                     ]
                 },
-                "embedded_python/meow_turtle/logging.py": {
+                "python/airflow/s3.py": {
                     "1. Artifact Identity": {
-                        "Filename": "logging.py",
-                        "Path": "embedded_python/meow_turtle/logging.py",
+                        "Filename": "s3.py",
+                        "Path": "python/airflow/s3.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "AwsBaseHook",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9048.48,
-                        "Y": 48.31,
-                        "Z": -4888.31
+                        "X": -1568.69,
+                        "Y": 118.88,
+                        "Z": 10533.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -538789,154 +539067,624 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 119,
-                        "Coding LOC": 51,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 47.52,
-                        "Control Flow Ratio": "31.8%",
-                        "Popularity Rank": 15,
+                        "Total LOC": 1818,
+                        "Coding LOC": 1101,
+                        "Documentation LOC": 479,
+                        "Structural Magnitude": 969.52,
+                        "Control Flow Ratio": "51.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.514
+                        "Raw Cognitive Density": 0.466
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.02%",
-                        "Error & Exception Exposure": "56.33%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.68%",
-                        "API Exposure": "4.81%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "83.77%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Cognitive Load Exposure": "12.15%",
+                        "Error & Exception Exposure": "54.08%",
+                        "Tech Debt Exposure": "21.86%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.83%",
+                        "Concurrency Exposure": "79.53%",
+                        "State Flux Exposure": "50.22%",
+                        "Commented Logic Exposure": "5.21%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.17%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_push",
-                            "Structural Impact": 12.3,
+                            "Function Name": "list_keys",
+                            "Structural Impact": 52.9,
+                            "Lines of Code (LOC)": 88,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 846,
+                            "End Line": 933
+                        },
+                        {
+                            "Function Name": "download_file",
+                            "Structural Impact": 43.8,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 1552,
+                            "End Line": 1633
+                        },
+                        {
+                            "Function Name": "is_keys_unchanged_async",
+                            "Structural Impact": 42.0,
+                            "Lines of Code (LOC)": 110,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "58.8%",
+                            "Start Line": 734,
+                            "End Line": 843
+                        },
+                        {
+                            "Function Name": "copy_object",
+                            "Structural Impact": 35.9,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1390,
+                            "End Line": 1484
+                        },
+                        {
+                            "Function Name": "load_file",
+                            "Structural Impact": 30.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 1183,
+                            "End Line": 1242
+                        },
+                        {
+                            "Function Name": "select_key",
+                            "Structural Impact": 27.9,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1094,
+                            "End Line": 1141
+                        },
+                        {
+                            "Function Name": "get_files_async",
+                            "Structural Impact": 25.5,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 639,
+                            "End Line": 672
+                        },
+                        {
+                            "Function Name": "_sync_to_local_dir_if_changed",
+                            "Structural Impact": 24.0,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 1761,
+                            "End Line": 1793
+                        },
+                        {
+                            "Function Name": "_check_key_async",
+                            "Structural Impact": 22.8,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 540,
+                            "End Line": 572
+                        },
+                        {
+                            "Function Name": "list_prefixes_async",
+                            "Structural Impact": 22.0,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 467,
+                            "End Line": 511
+                        },
+                        {
+                            "Function Name": "_list_keys_async",
+                            "Structural Impact": 22.0,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 674,
+                            "End Line": 717
+                        },
+                        {
+                            "Function Name": "put_bucket_tagging",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1690,
+                            "End Line": 1730
+                        },
+                        {
+                            "Function Name": "load_string",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1246,
+                            "End Line": 1293
+                        },
+                        {
+                            "Function Name": "provide_bucket_name",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "48.0%",
+                            "Start Line": 77,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "list_prefixes",
+                            "Structural Impact": 20.8,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 394,
+                            "End Line": 438
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 187,
+                            "End Line": 207
+                        },
+                        {
+                            "Function Name": "_upload_file_obj",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1357,
+                            "End Line": 1388
+                        },
+                        {
+                            "Function Name": "delete_objects",
+                            "Structural Impact": 17.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1513,
+                            "End Line": 1548
+                        },
+                        {
+                            "Function Name": "parse_s3_url",
+                            "Structural Impact": 17.7,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 224,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "create_bucket",
+                            "Structural Impact": 17.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 341,
+                            "End Line": 374
+                        },
+                        {
+                            "Function Name": "get_file_metadata_async",
+                            "Structural Impact": 16.9,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 514,
+                            "End Line": 538
+                        },
+                        {
+                            "Function Name": "_sync_to_local_dir_delete_stale_local_files",
+                            "Structural Impact": 16.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1746,
+                            "End Line": 1759
+                        },
+                        {
+                            "Function Name": "_list_key_object_filter",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 719,
+                            "End Line": 732
+                        },
+                        {
+                            "Function Name": "sync_to_local_dir",
+                            "Structural Impact": 13.4,
                             "Lines of Code (LOC)": 23,
                             "Control Flow Branches": 4,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1795,
+                            "End Line": 1817
+                        },
+                        {
+                            "Function Name": "delete_bucket",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 45,
-                            "End Line": 67
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1487,
+                            "End Line": 1511
                         },
                         {
-                            "Function Name": "pop",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "check_for_bucket",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 297,
+                            "End Line": 325
+                        },
+                        {
+                            "Function Name": "iter_file_metadata",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 967,
+                            "End Line": 1003
+                        },
+                        {
+                            "Function Name": "wrapper",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 137,
+                            "End Line": 154
+                        },
+                        {
+                            "Function Name": "get_s3_bucket_key",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 269,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "get_head_object_async",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 442,
+                            "End Line": 465
+                        },
+                        {
+                            "Function Name": "unify_bucket_name_and_key",
+                            "Structural Impact": 10.0,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 132,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "get_wildcard_key",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1163,
+                            "End Line": 1179
+                        },
+                        {
+                            "Function Name": "check_key_async",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 31,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 574,
+                            "End Line": 604
+                        },
+                        {
+                            "Function Name": "get_key",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1049,
+                            "End Line": 1074
+                        },
+                        {
+                            "Function Name": "head_object",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1007,
+                            "End Line": 1029
+                        },
+                        {
+                            "Function Name": "maybe_add_bucket_name",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 88,
+                            "End Line": 97
+                        },
+                        {
+                            "Function Name": "_is_in_period",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 78,
-                            "End Line": 86
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 725,
+                            "End Line": 730
                         },
                         {
-                            "Function Name": "has_msg",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "load_bytes",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 30,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 69,
-                            "End Line": 76
+                            "Start Line": 1297,
+                            "End Line": 1326
                         },
                         {
-                            "Function Name": "debug",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "generate_presigned_url",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1635,
+                            "End Line": 1667
+                        },
+                        {
+                            "Function Name": "get_file_metadata",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 936,
+                            "End Line": 964
+                        },
+                        {
+                            "Function Name": "check_for_prefix_async",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 606,
+                            "End Line": 626
+                        },
+                        {
+                            "Function Name": "wrapper",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 118,
+                            "End Line": 127
+                        },
+                        {
+                            "Function Name": "check_for_prefix",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 377,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "get_bucket_tagging",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1670,
+                            "End Line": 1687
+                        },
+                        {
+                            "Function Name": "load_file_obj",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 26,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 89,
-                            "End Line": 91
+                            "Start Line": 1330,
+                            "End Line": 1355
                         },
                         {
-                            "Function Name": "info",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "wrapper",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 110,
+                            "End Line": 113
+                        },
+                        {
+                            "Function Name": "sanitize_extra_args",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1061,
+                            "End Line": 1067
+                        },
+                        {
+                            "Function Name": "check_for_wildcard_key",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 93,
-                            "End Line": 95
+                            "Start Line": 1145,
+                            "End Line": 1159
                         },
                         {
-                            "Function Name": "warn",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "_check_for_prefix_async",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 97,
-                            "End Line": 99
+                            "Start Line": 628,
+                            "End Line": 637
                         },
                         {
-                            "Function Name": "error",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "check_for_key",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 103
+                            "Start Line": 1033,
+                            "End Line": 1045
                         },
                         {
-                            "Function Name": "crit",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "read_key",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 105,
-                            "End Line": 107
+                            "Start Line": 1078,
+                            "End Line": 1090
                         },
                         {
-                            "Function Name": "__init__",
+                            "Function Name": "get_bucket",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 328,
+                            "End Line": 338
+                        },
+                        {
+                            "Function Name": "delete_bucket_tagging",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1733,
+                            "End Line": 1744
+                        },
+                        {
+                            "Function Name": "wrapper",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 102,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "resource",
                             "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 36,
-                            "End Line": 43
+                            "Start Line": 210,
+                            "End Line": 216
+                        },
+                        {
+                            "Function Name": "extra_args",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 219,
+                            "End Line": 221
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 7,
-                        "Sequential Logic Declarations": 15,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
+                        "Control Flow Branches": 225,
+                        "Sequential Logic Declarations": 212,
+                        "Function Parameters": 56,
+                        "Function/Method Declarations": 56,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 27,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 22,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 48,
+                        "State Mutations / Variable Reassignments": 63,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 263,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 45,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 75,
+                        "Collection Iterators / Comprehensions": 7,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 36,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 11,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -538944,45 +539692,45 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
+                        "Structured Telemetry & Logging": 1,
                         "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Explicit Type Casts": 12,
+                        "Fatal Aborts & Exceptions": 23,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 9,
+                        "Private / Encapsulated Scopes": 55,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 32,
+                        "Structural Space Indentations": 1062,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 7,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 20,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
+                        "Vectorized Math & Tensor Operations": 43,
+                        "Core Var Decl": 321,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 12,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 211,
+                        "Design Pascal Case": 109,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 13,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -538992,7 +539740,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -539006,32 +539754,66 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 15,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 4
+                        "Direct Upstream (Fragility)": 35,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 7,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "_thread",
-                        "collections"
+                        "__future__",
+                        "aiobotocore.client",
+                        "airflow.exceptions",
+                        "airflow.providers.amazon.aws.exceptions",
+                        "airflow.providers.amazon.aws.hooks.base_aws",
+                        "airflow.providers.amazon.aws.utils.tags",
+                        "airflow.providers.amazon.version_compat",
+                        "airflow.providers.common.compat.connection",
+                        "airflow.providers.common.compat.lineage.hook",
+                        "airflow.providers.common.compat.sdk",
+                        "airflow.utils.helpers",
+                        "asyncio",
+                        "boto3.s3.transfer",
+                        "botocore.exceptions",
+                        "collections.abc",
+                        "contextlib",
+                        "copy",
+                        "datetime",
+                        "fnmatch",
+                        "functools",
+                        "gzip",
+                        "inspect",
+                        "io",
+                        "logging",
+                        "mypy_boto3_s3.service_resource",
+                        "os",
+                        "pathlib",
+                        "re",
+                        "shutil",
+                        "tempfile",
+                        "time",
+                        "typing",
+                        "urllib.parse",
+                        "uuid",
+                        "warnings"
                     ]
                 },
-                "embedded_python/meow_turtle/meowprotocol.py": {
+                "python/airflow/scheduler_job_runner.py": {
                     "1. Artifact Identity": {
-                        "Filename": "meowprotocol.py",
-                        "Path": "embedded_python/meow_turtle/meowprotocol.py",
+                        "Filename": "scheduler_job_runner.py",
+                        "Path": "python/airflow/scheduler_job_runner.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "BaseJobRunner, LoggingMixin",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8735.02,
-                        "Y": 79.13,
-                        "Z": -4797.02
+                        "X": -1307.06,
+                        "Y": 157.88,
+                        "Z": 10193.74
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -539040,136 +539822,706 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 253,
-                        "Coding LOC": 132,
-                        "Documentation LOC": 82,
-                        "Structural Magnitude": 103.04,
-                        "Control Flow Ratio": "49.2%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 3261,
+                        "Coding LOC": 2381,
+                        "Documentation LOC": 490,
+                        "Structural Magnitude": 1318.12,
+                        "Control Flow Ratio": "55.6%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.455
+                        "Raw Cognitive Density": 0.284
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.74%",
-                        "Error & Exception Exposure": "53.87%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "8.15%",
+                        "Error & Exception Exposure": "54.8%",
+                        "Tech Debt Exposure": "12.3%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.24%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "87.68%",
+                        "API Exposure": "0.2%",
+                        "Concurrency Exposure": "15.36%",
+                        "State Flux Exposure": "28.17%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.48%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse_stream",
-                            "Structural Impact": 25.7,
-                            "Lines of Code (LOC)": 63,
+                            "Function Name": "process_executor_events",
+                            "Structural Impact": 166.8,
+                            "Lines of Code (LOC)": 298,
+                            "Control Flow Branches": 61,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "84.7%",
+                            "Start Line": 1137,
+                            "End Line": 1434
+                        },
+                        {
+                            "Function Name": "_executable_task_instances_to_queued",
+                            "Structural Impact": 144.8,
+                            "Lines of Code (LOC)": 457,
+                            "Control Flow Branches": 60,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 474,
+                            "End Line": 930
+                        },
+                        {
+                            "Function Name": "_try_to_load_executor",
+                            "Structural Impact": 52.4,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "84.0%",
+                            "Start Line": 3175,
+                            "End Line": 3239
+                        },
+                        {
+                            "Function Name": "_schedule_dag_run",
+                            "Structural Impact": 52.2,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 2281,
+                            "End Line": 2405
+                        },
+                        {
+                            "Function Name": "_run_scheduler_loop",
+                            "Structural Impact": 46.3,
+                            "Lines of Code (LOC)": 163,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1509,
+                            "End Line": 1671
+                        },
+                        {
+                            "Function Name": "_maybe_requeue_stuck_ti",
+                            "Structural Impact": 44.0,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 2491,
+                            "End Line": 2566
+                        },
+                        {
+                            "Function Name": "_create_dag_runs",
+                            "Structural Impact": 40.9,
+                            "Lines of Code (LOC)": 137,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "64.0%",
+                            "Start Line": 1888,
+                            "End Line": 2024
+                        },
+                        {
+                            "Function Name": "_executor_to_workloads",
+                            "Structural Impact": 35.5,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 3134,
+                            "End Line": 3173
+                        },
+                        {
+                            "Function Name": "_purge_task_instances_without_heartbeats",
+                            "Structural Impact": 31.4,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 2891,
+                            "End Line": 2959
+                        },
+                        {
+                            "Function Name": "_activate_referenced_assets",
+                            "Structural Impact": 30.6,
+                            "Lines of Code (LOC)": 93,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 3040,
+                            "End Line": 3132
+                        },
+                        {
+                            "Function Name": "adopt_or_reset_orphaned_tasks",
+                            "Structural Impact": 29.2,
+                            "Lines of Code (LOC)": 99,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 2718,
+                            "End Line": 2816
+                        },
+                        {
+                            "Function Name": "_start_queued_dagruns",
+                            "Structural Impact": 26.7,
+                            "Lines of Code (LOC)": 83,
                             "Control Flow Branches": 12,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 140,
-                            "End Line": 202
+                            "Start Line": 2177,
+                            "End Line": 2259
                         },
                         {
-                            "Function Name": "_decode_hex_frame",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 50,
+                            "Function Name": "_enqueue_executor_callbacks",
+                            "Structural Impact": 25.9,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 1040,
+                            "End Line": 1107
+                        },
+                        {
+                            "Function Name": "_create_dag_runs_asset_triggered",
+                            "Structural Impact": 25.9,
+                            "Lines of Code (LOC)": 117,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 2033,
+                            "End Line": 2149
+                        },
+                        {
+                            "Function Name": "_do_scheduling",
+                            "Structural Impact": 25.4,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 1673,
+                            "End Line": 1764
+                        },
+                        {
+                            "Function Name": "_enqueue_task_instances_with_queued_state",
+                            "Structural Impact": 22.9,
+                            "Lines of Code (LOC)": 56,
                             "Control Flow Branches": 8,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 932,
+                            "End Line": 987
+                        },
+                        {
+                            "Function Name": "_get_team_names_for_dag_ids",
+                            "Structural Impact": 22.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 342,
+                            "End Line": 386
+                        },
+                        {
+                            "Function Name": "_get_workload_team_name",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 388,
+                            "End Line": 419
+                        },
+                        {
+                            "Function Name": "_ensure_ti_has_dag_version_id",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 155,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "_debug_dump",
+                            "Structural Impact": 17.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 447,
+                            "End Line": 472
+                        },
+                        {
+                            "Function Name": "_create_dagruns_for_dags",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1832,
+                            "End Line": 1854
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 261,
+                            "End Line": 308
+                        },
+                        {
+                            "Function Name": "_critical_section_enqueue_task_instances",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 204,
-                            "End Line": 253
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 989,
+                            "End Line": 1038
                         },
                         {
-                            "Function Name": "build_packet",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 27,
+                            "Function Name": "_emit_ti_metrics",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 2627,
+                            "End Line": 2671
+                        },
+                        {
+                            "Function Name": "_lock_backfills",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2151,
+                            "End Line": 2175
+                        },
+                        {
+                            "Function Name": "_create_dagruns_for_partitioned_asset_dags",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1766,
+                            "End Line": 1829
+                        },
+                        {
+                            "Function Name": "_execute",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1436,
+                            "End Line": 1481
+                        },
+                        {
+                            "Function Name": "_verify_integrity_if_dag_changed",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2407,
+                            "End Line": 2443
+                        },
+                        {
+                            "Function Name": "_update_dag_run_state_for_paused_dags",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1484,
+                            "End Line": 1507
+                        },
+                        {
+                            "Function Name": "_get_num_times_stuck_in_queued",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 38,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 5,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 98,
-                            "End Line": 124
+                            "Start Line": 2585,
+                            "End Line": 2622
                         },
                         {
-                            "Function Name": "crc16_ccitt",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "_activate_assets_generate_warnings",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 3069,
+                            "End Line": 3100
+                        },
+                        {
+                            "Function Name": "_update_state",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 62,
-                            "End Line": 75
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2195,
+                            "End Line": 2211
                         },
                         {
-                            "Function Name": "priority_sort",
-                            "Structural Impact": 6.6,
+                            "Function Name": "check_trigger_timeouts",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2819,
+                            "End Line": 2841
+                        },
+                        {
+                            "Function Name": "_mark_backfills_complete",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1858,
+                            "End Line": 1886
+                        },
+                        {
+                            "Function Name": "_handle_tasks_stuck_in_queued",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2456,
+                            "End Line": 2479
+                        },
+                        {
+                            "Function Name": "_schedule_all_dag_runs",
+                            "Structural Impact": 7.6,
                             "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2262,
+                            "End Line": 2279
+                        },
+                        {
+                            "Function Name": "_set_exceeds_max_active_runs",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3241,
+                            "End Line": 3256
+                        },
+                        {
+                            "Function Name": "_exit_gracefully",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 421,
+                            "End Line": 433
+                        },
+                        {
+                            "Function Name": "_get_current_dag",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 314,
+                            "End Line": 323
+                        },
+                        {
+                            "Function Name": "_get_sentry_integration",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "37.5%",
-                            "Start Line": 78,
-                            "End Line": 95
+                            "Start Line": 943,
+                            "End Line": 958
                         },
                         {
-                            "Function Name": "get_priority",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "_send_dag_callbacks_to_processor",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2445,
+                            "End Line": 2453
+                        },
+                        {
+                            "Function Name": "_generate_task_instance_heartbeat_timeout_message_details",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 86,
-                            "End Line": 93
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2964,
+                            "End Line": 2978
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "_emit_pool_metrics",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2680,
+                            "End Line": 2715
+                        },
+                        {
+                            "Function Name": "_find_and_purge_task_instances_without_heartbeats",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2844,
+                            "End Line": 2861
+                        },
+                        {
+                            "Function Name": "_reschedule_stuck_task",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2568,
+                            "End Line": 2582
+                        },
+                        {
+                            "Function Name": "_find_task_instances_without_heartbeats",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2863,
+                            "End Line": 2889
+                        },
+                        {
+                            "Function Name": "_generate_warning_message",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3051,
+                            "End Line": 3067
+                        },
+                        {
+                            "Function Name": "load",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 204,
+                            "End Line": 216
+                        },
+                        {
+                            "Function Name": "_emit_running_dags_metric",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2674,
+                            "End Line": 2677
+                        },
+                        {
+                            "Function Name": "register_signals",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 325,
+                            "End Line": 340
+                        },
+                        {
+                            "Function Name": "_process_task_event_logs",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1110,
+                            "End Line": 1112
+                        },
+                        {
+                            "Function Name": "_update_asset_orphanage",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 138
+                            "Start Line": 2994,
+                            "End Line": 3025
+                        },
+                        {
+                            "Function Name": "_log_memory_usage",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 435,
+                            "End Line": 445
+                        },
+                        {
+                            "Function Name": "_process_executor_events",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1128,
+                            "End Line": 1134
+                        },
+                        {
+                            "Function Name": "_remove_unreferenced_triggers",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2981,
+                            "End Line": 2991
+                        },
+                        {
+                            "Function Name": "_eager_load_dag_run_for_validation",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 130,
+                            "End Line": 152
+                        },
+                        {
+                            "Function Name": "_get_tis_stuck_in_queued",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2481,
+                            "End Line": 2489
+                        },
+                        {
+                            "Function Name": "_orphan_unreferenced_assets",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3028,
+                            "End Line": 3037
+                        },
+                        {
+                            "Function Name": "_get_current_dr_task_concurrency",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 229,
+                            "End Line": 236
+                        },
+                        {
+                            "Function Name": "heartbeat_callback",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 311,
+                            "End Line": 312
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 199,
+                            "End Line": 202
+                        },
+                        {
+                            "Function Name": "_is_parent_process",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 219,
+                            "End Line": 226
+                        },
+                        {
+                            "Function Name": "_is_metrics_enabled",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1115,
+                            "End Line": 1122
+                        },
+                        {
+                            "Function Name": "_is_tracing_enabled",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1125,
+                            "End Line": 1126
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 31,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 447,
+                        "Sequential Logic Declarations": 357,
+                        "Function Parameters": 65,
+                        "Function/Method Declarations": 64,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 51,
+                        "Type/Safety Bypasses": 55,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 14,
+                        "I/O and Network Boundaries": 21,
+                        "Exposed API / Public Exports": 8,
+                        "State Mutations / Variable Reassignments": 80,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 16,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Structured Documentation Blocks": 110,
+                        "Unit Test Assertions": 5,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Closures and Anonymous Functions": 1,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 21,
+                        "Generic Type Abstractions": 99,
+                        "Collection Iterators / Comprehensions": 65,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 11,
+                        "Module Dependencies (Imports)": 84,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 12,
+                        "Planned Work (TODOs)": 11,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 5,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
@@ -539177,53 +540529,53 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Explicit Type Casts": 26,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 5,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 209,
+                        "Event Listeners & Subscribers": 46,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 91,
+                        "Structural Space Indentations": 2304,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 6,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 59,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
+                        "Vectorized Math & Tensor Operations": 20,
+                        "Core Var Decl": 526,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 25,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 34,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 498,
+                        "Design Pascal Case": 23,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 16,
+                        "Design Long Vars": 13,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 1,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -539237,166 +540589,285 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
-                    },
-                    "9. Extracted Dependencies": [
-                        "binascii",
-                        "lib.logging",
-                        "struct"
+                        "Direct Upstream (Fragility)": 78,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 4,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "SchedulerDagBag",
+                        "__future__",
+                        "airflow",
+                        "airflow._shared.logging.types",
+                        "airflow._shared.observability.metrics.dual_stats_manager",
+                        "airflow._shared.observability.metrics.stats",
+                        "airflow._shared.timezones",
+                        "airflow.api_fastapi.execution_api.datamodels.taskinstance",
+                        "airflow.assets.evaluation",
+                        "airflow.callbacks.callback_requests",
+                        "airflow.callbacks.database_callback_sink",
+                        "airflow.configuration",
+                        "airflow.dag_processing.bundles.base",
+                        "airflow.exceptions",
+                        "airflow.executors",
+                        "airflow.executors.base_executor",
+                        "airflow.executors.executor_loader",
+                        "airflow.executors.executor_utils",
+                        "airflow.executors.workloads.types",
+                        "airflow.jobs.base_job_runner",
+                        "airflow.jobs.job",
+                        "airflow.models",
+                        "airflow.models.asset",
+                        "airflow.models.backfill",
+                        "airflow.models.callback",
+                        "airflow.models.dag",
+                        "airflow.models.dag_version",
+                        "airflow.models.dagbag",
+                        "airflow.models.dagbundle",
+                        "airflow.models.dagrun",
+                        "airflow.models.dagwarning",
+                        "airflow.models.pool",
+                        "airflow.models.serialized_dag",
+                        "airflow.models.taskinstance",
+                        "airflow.models.taskinstancekey",
+                        "airflow.models.team",
+                        "airflow.models.trigger",
+                        "airflow.observability.metrics",
+                        "airflow.serialization.definitions.assets",
+                        "airflow.serialization.definitions.dag",
+                        "airflow.serialization.definitions.notset",
+                        "airflow.ti_deps.dependencies_states",
+                        "airflow.timetables.simple",
+                        "airflow.utils.db",
+                        "airflow.utils.event_scheduler",
+                        "airflow.utils.log.logging_mixin",
+                        "airflow.utils.retries",
+                        "airflow.utils.session",
+                        "airflow.utils.sqlalchemy",
+                        "airflow.utils.state",
+                        "airflow.utils.types",
+                        "collections",
+                        "collections.abc",
+                        "contextlib",
+                        "datetime",
+                        "due",
+                        "functools",
+                        "itertools",
+                        "logging",
+                        "multiprocessing",
+                        "operator",
+                        "os",
+                        "pendulum.datetime",
+                        "signal",
+                        "sqlalchemy",
+                        "sqlalchemy.engine",
+                        "sqlalchemy.exc",
+                        "sqlalchemy.orm",
+                        "sqlalchemy.orm.interfaces",
+                        "sqlalchemy.sql",
+                        "sqlalchemy.sql.selectable",
+                        "sys",
+                        "threading",
+                        "time",
+                        "traceback",
+                        "tracemalloc",
+                        "types",
+                        "typing"
                     ]
-                },
-                "embedded_python/meow_turtle/mpu6050.py": {
+                }
+            }
+        },
+        "assembly/blst_generated_asm": {
+            "Directory Group Magnitude": 2590.98,
+            "File Count": 13,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "6.68%",
+                "Error & Exception Exposure": "60.59%",
+                "Tech Debt Exposure": "3.05%",
+                "Testing Exposure": "68.06%",
+                "API Exposure": "4.5%",
+                "Concurrency Exposure": "42.62%",
+                "State Flux Exposure": "0.0%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "17.71%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "assembly/blst_generated_asm/add_mod_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "mpu6050.py",
-                        "Path": "embedded_python/meow_turtle/mpu6050.py",
-                        "Language": "Python",
+                        "Filename": "add_mod_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/add_mod_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7703.08,
-                        "Y": 64.88,
-                        "Z": -4404.04
+                        "X": -4888.75,
+                        "Y": 4.45,
+                        "Z": -7340.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 150,
-                        "Coding LOC": 70,
-                        "Documentation LOC": 57,
-                        "Structural Magnitude": 39.9,
-                        "Control Flow Ratio": "15.4%",
+                        "Total LOC": 682,
+                        "Coding LOC": 516,
+                        "Documentation LOC": 50,
+                        "Structural Magnitude": 109.62,
+                        "Control Flow Ratio": "3.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.257
+                        "Raw Cognitive Density": 0.178
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.11%",
-                        "Error & Exception Exposure": "57.26%",
-                        "Tech Debt Exposure": "92.41%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "3.1%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "75.92%",
+                        "Cognitive Load Exposure": "9.21%",
+                        "Error & Exception Exposure": "68.04%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "7.06%",
+                        "Concurrency Exposure": "77.02%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "20.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 45,
-                            "End Line": 70
+                            "Function Name": "lshift_mod_256",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "15.4%",
+                            "Start Line": 174,
+                            "End Line": 233
                         },
                         {
-                            "Function Name": "get_raw_values",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 103,
-                            "End Line": 126
+                            "Function Name": "mul_by_3_mod_256",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 80,
+                            "End Line": 131
                         },
                         {
-                            "Function Name": "bytes_to_int",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "rshift_mod_256",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 91,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 113,
-                            "End Line": 116
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.6%",
+                            "Start Line": 234,
+                            "End Line": 324
                         },
                         {
-                            "Function Name": "ping",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 80,
-                            "End Line": 90
+                            "Function Name": "cneg_mod_256",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 325,
+                            "End Line": 405
                         },
                         {
-                            "Function Name": "close",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 92,
-                            "End Line": 101
+                            "Function Name": "sub_n_check_mod_256",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 601,
+                            "End Line": 680
                         },
                         {
-                            "Function Name": "get_values",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "add_n_check_mod_256",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 78,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 150
+                            "Start Line": 523,
+                            "End Line": 600
                         },
                         {
-                            "Function Name": "_write_register",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "add_mod_256",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 73,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 74
+                            "Start Line": 7,
+                            "End Line": 79
                         },
                         {
-                            "Function Name": "_read_register",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "sub_mod_256",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 71,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 78
+                            "Start Line": 406,
+                            "End Line": 476
+                        },
+                        {
+                            "Function Name": "check_mod_256",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 477,
+                            "End Line": 522
+                        },
+                        {
+                            "Function Name": "__lshift_mod_256",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 132,
+                            "End Line": 173
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 22,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 122,
+                        "Function Parameters": 270,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 10,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 6,
-                        "State Mutations / Variable Reassignments": 6,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 18,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 19,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -539405,11 +540876,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 9,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -539420,17 +540891,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 9,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 52,
+                        "Structural Tab Indentations": 359,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -539447,15 +540918,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 22,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 8,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 14,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -539479,147 +540950,372 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "micropython",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/ota.py": {
+                "assembly/blst_generated_asm/add_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "ota.py",
-                        "Path": "embedded_python/meow_turtle/ota.py",
-                        "Language": "Python",
+                        "Filename": "add_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/add_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'ubinascii' mimics 'binascii'",
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9011.01,
-                        "Y": 33.14,
-                        "Z": -4426.02
+                        "X": -4563.95,
+                        "Y": 56.66,
+                        "Z": -7316.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 238,
-                        "Coding LOC": 143,
-                        "Documentation LOC": 65,
-                        "Structural Magnitude": 140.46,
-                        "Control Flow Ratio": "42.9%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 2215,
+                        "Coding LOC": 1849,
+                        "Documentation LOC": 140,
+                        "Structural Magnitude": 370.98,
+                        "Control Flow Ratio": "5.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.974
+                        "Raw Cognitive Density": 0.108
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "35.5%",
-                        "Error & Exception Exposure": "78.95%",
+                        "Cognitive Load Exposure": "7.11%",
+                        "Error & Exception Exposure": "63.72%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.5%",
-                        "API Exposure": "6.74%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "8.36%",
+                        "Concurrency Exposure": "67.87%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.21%",
+                        "Documentation Exposure": "17.06%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "verify_and_commit",
-                            "Structural Impact": 24.9,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 153,
-                            "End Line": 225
-                        },
-                        {
-                            "Function Name": "start_update",
-                            "Structural Impact": 20.2,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 81,
-                            "End Line": 126
+                            "Function Name": "mul_by_8_mod_384x",
+                            "Structural Impact": 23.7,
+                            "Lines of Code (LOC)": 103,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "15.8%",
+                            "Start Line": 840,
+                            "End Line": 942
                         },
                         {
-                            "Function Name": "_ensure_path",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "mul_by_3_mod_384x",
+                            "Structural Impact": 18.2,
+                            "Lines of Code (LOC)": 99,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 61,
-                            "End Line": 79
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "15.4%",
+                            "Start Line": 741,
+                            "End Line": 839
                         },
                         {
-                            "Function Name": "write_chunk",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 24,
+                            "Function Name": "mul_by_8_mod_384",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 81,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "13.6%",
+                            "Start Line": 660,
+                            "End Line": 740
+                        },
+                        {
+                            "Function Name": "rshift_mod_384",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 202,
+                            "End Line": 279
+                        },
+                        {
+                            "Function Name": "mul_by_3_mod_384",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 583,
+                            "End Line": 659
+                        },
+                        {
+                            "Function Name": "lshift_mod_384",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "3.8%",
+                            "Start Line": 426,
+                            "End Line": 532
+                        },
+                        {
+                            "Function Name": "mul_by_1_plus_i_mod_384x",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 157,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1247,
+                            "End Line": 1403
+                        },
+                        {
+                            "Function Name": "vec_is_equal_16x",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 128,
-                            "End Line": 151
+                            "Start Line": 2162,
+                            "End Line": 2213
                         },
                         {
-                            "Function Name": "abort",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "vec_select_288",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 138,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1927,
+                            "End Line": 2064
+                        },
+                        {
+                            "Function Name": "add_mod_384x",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 71,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 131,
+                            "End Line": 201
+                        },
+                        {
+                            "Function Name": "sub_mod_384x",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 1178,
+                            "End Line": 1246
+                        },
+                        {
+                            "Function Name": "vec_is_zero_16x",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 227,
-                            "End Line": 238
+                            "Start Line": 2120,
+                            "End Line": 2161
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "div_by_2_mod_384",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 79,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.0%",
+                            "Start Line": 347,
+                            "End Line": 425
+                        },
+                        {
+                            "Function Name": "sgn0_pty_mod_384x",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1460,
+                            "End Line": 1584
+                        },
+                        {
+                            "Function Name": "vec_select_192",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 102,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1741,
+                            "End Line": 1842
+                        },
+                        {
+                            "Function Name": "cneg_mod_384",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 113,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 943,
+                            "End Line": 1055
+                        },
+                        {
+                            "Function Name": "vec_select_144",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1843,
+                            "End Line": 1926
+                        },
+                        {
+                            "Function Name": "vec_select_96",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1675,
+                            "End Line": 1740
+                        },
+                        {
+                            "Function Name": "__sub_mod_384",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1114,
+                            "End Line": 1177
+                        },
+                        {
+                            "Function Name": "add_mod_384",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 7,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "sub_mod_384",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1056,
+                            "End Line": 1113
+                        },
+                        {
+                            "Function Name": "vec_select_48",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 59
+                            "Start Line": 1627,
+                            "End Line": 1674
+                        },
+                        {
+                            "Function Name": "__rshift_mod_384",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 280,
+                            "End Line": 346
+                        },
+                        {
+                            "Function Name": "sgn0_pty_mod_384",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1404,
+                            "End Line": 1459
+                        },
+                        {
+                            "Function Name": "vec_select_32",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1585,
+                            "End Line": 1626
+                        },
+                        {
+                            "Function Name": "__add_mod_384_a_is_loaded",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 79,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "vec_prefetch",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2065,
+                            "End Line": 2119
+                        },
+                        {
+                            "Function Name": "__lshift_mod_384",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 533,
+                            "End Line": 582
+                        },
+                        {
+                            "Function Name": "__add_mod_384",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 65,
+                            "End Line": 77
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 40,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 24,
-                        "Type/Safety Bypasses": 14,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 58,
+                        "Control Flow Branches": 29,
+                        "Sequential Logic Declarations": 501,
+                        "Function Parameters": 1417,
+                        "Function/Method Declarations": 29,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 28,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 16,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 55,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -539628,11 +541324,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 11,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -539643,17 +541339,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 28,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 3,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 136,
+                        "Structural Tab Indentations": 1350,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -539670,11 +541366,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 8,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -539686,12 +541382,12 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -539702,107 +541398,102 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "hashlib",
-                        "lib.logging",
-                        "os",
-                        "ubinascii"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/tester.py": {
+                "assembly/blst_generated_asm/add_mod_384x384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "tester.py",
-                        "Path": "embedded_python/meow_turtle/tester.py",
-                        "Language": "Python",
+                        "Filename": "add_mod_384x384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/add_mod_384x384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8161.59,
-                        "Y": 70.45,
-                        "Z": -5204.69
+                        "X": -5277.51,
+                        "Y": -8.05,
+                        "Z": -7351.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 111,
-                        "Coding LOC": 49,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 56.78,
-                        "Control Flow Ratio": "50.0%",
+                        "Total LOC": 253,
+                        "Coding LOC": 217,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 27.84,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.592
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.35%",
-                        "Error & Exception Exposure": "57.83%",
-                        "Tech Debt Exposure": "63.67%",
-                        "Testing Exposure": "2.88%",
-                        "API Exposure": "4.66%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "93.2%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "62.1%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "3.97%",
+                        "Concurrency Exposure": "43.1%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "20.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "run_sequence",
-                            "Structural Impact": 40.6,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 15,
-                            "End Line": 111
+                            "Function Name": "sub_mod_384x384",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 124,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "wait_and_update",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 31,
-                            "End Line": 60
+                            "Function Name": "add_mod_384x384",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 127
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 15,
-                        "Function Parameters": 2,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 72,
+                        "Function Parameters": 131,
                         "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 6,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 6,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -539811,11 +541502,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 13,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -539825,8 +541516,8 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -539835,8 +541526,8 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 46,
+                        "Structural Tab Indentations": 155,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -539853,15 +541544,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 11,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 1,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -539885,195 +541576,152 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/tsl2591.py": {
+                "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "tsl2591.py",
-                        "Path": "embedded_python/meow_turtle/tsl2591.py",
-                        "Language": "Python",
+                        "Filename": "ct_inverse_mod_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8276.02,
-                        "Y": -75.58,
-                        "Z": -3727.99
+                        "X": -4322.06,
+                        "Y": 121.9,
+                        "Z": -6674.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 126,
-                        "Coding LOC": 74,
-                        "Documentation LOC": 29,
-                        "Structural Magnitude": 55.58,
-                        "Control Flow Ratio": "23.3%",
+                        "Total LOC": 1251,
+                        "Coding LOC": 1020,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 309.2,
+                        "Control Flow Ratio": "15.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.446
+                        "Raw Cognitive Density": 0.15
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.43%",
-                        "Error & Exception Exposure": "60.44%",
-                        "Tech Debt Exposure": "99.28%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "2.67%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.53%",
+                        "Cognitive Load Exposure": "8.32%",
+                        "Error & Exception Exposure": "57.09%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.94%",
+                        "Concurrency Exposure": "28.68%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "44.09%",
+                        "Documentation Exposure": "15.24%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "get_raw_channels",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 108,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 33,
-                            "End Line": 54
-                        },
-                        {
-                            "Function Name": "_read_register",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 60,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "ping",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 67,
-                            "End Line": 76
-                        },
-                        {
-                            "Function Name": "close",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 87,
-                            "End Line": 92
+                            "Function Name": "ct_inverse_mod_256",
+                            "Structural Impact": 228.0,
+                            "Lines of Code (LOC)": 644,
+                            "Control Flow Branches": 73,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "22.0%",
+                            "Start Line": 7,
+                            "End Line": 650
                         },
                         {
-                            "Function Name": "_write_register",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__smulq_512x63",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 159,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 56,
-                            "End Line": 58
+                            "Start Line": 651,
+                            "End Line": 809
                         },
                         {
-                            "Function Name": "set_gain",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "__smulq_256_n_shift_by_31",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 139,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 94,
-                            "End Line": 99
+                            "Start Line": 928,
+                            "End Line": 1066
                         },
                         {
-                            "Function Name": "set_timing",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "__smulq_256x63",
+                            "Structural Impact": 8.5,
+                            "Lines of Code (LOC)": 118,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 106
+                            "Start Line": 810,
+                            "End Line": 927
                         },
                         {
-                            "Function Name": "enable",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 78,
-                            "End Line": 81
+                            "Function Name": "__ab_approximation_31_256",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "7.7%",
+                            "Start Line": 1067,
+                            "End Line": 1130
                         },
                         {
-                            "Function Name": "disable",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 83,
-                            "End Line": 85
+                            "Function Name": "__inner_loop_31_256",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 1131,
+                            "End Line": 1189
                         },
                         {
-                            "Function Name": "get_full_luminosity",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 126
+                            "Function Name": "__inner_loop_62_256",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 1190,
+                            "End Line": 1249
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 7,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 11,
-                        "Function/Method Declarations": 11,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 76,
+                        "Sequential Logic Declarations": 402,
+                        "Function Parameters": 768,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 12,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 18,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 9,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -540082,7 +541730,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -540097,17 +541745,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 23,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 55,
+                        "Structural Tab Indentations": 948,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -540124,15 +541772,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 26,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 10,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 16,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 3,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -540156,32 +541804,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "micropython",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/actuators.py": {
+                "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "actuators.py",
-                        "Path": "embedded_python/meow_turtle/actuators.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "ct_is_square_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7877.01,
-                        "Y": -34.91,
-                        "Z": -4219.08
+                        "X": -4379.62,
+                        "Y": 48.05,
+                        "Z": -7528.22
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540190,104 +541835,114 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 535,
-                        "Coding LOC": 375,
-                        "Documentation LOC": 81,
-                        "Structural Magnitude": 87.4,
-                        "Control Flow Ratio": "74.7%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 526,
+                        "Coding LOC": 430,
+                        "Documentation LOC": 19,
+                        "Structural Magnitude": 76.9,
+                        "Control Flow Ratio": "6.9%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.645
+                        "Raw Cognitive Density": 0.074
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.45%",
-                        "Error & Exception Exposure": "56.56%",
+                        "Cognitive Load Exposure": "6.28%",
+                        "Error & Exception Exposure": "62.25%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "3.0%",
-                        "Concurrency Exposure": "66.82%",
-                        "State Flux Exposure": "70.82%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.21%",
+                        "Concurrency Exposure": "36.7%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.73%",
+                        "Documentation Exposure": "14.52%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "emergency_stop",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 290,
-                            "End Line": 310
+                            "Function Name": "ct_is_square_mod_384",
+                            "Structural Impact": 25.2,
+                            "Lines of Code (LOC)": 133,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "12.8%",
+                            "Start Line": 7,
+                            "End Line": 139
                         },
                         {
-                            "Function Name": "perform_health_audit",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 522,
-                            "End Line": 528
+                            "Function Name": "__smulq_384_n_shift_by_30",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 183,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 140,
+                            "End Line": 322
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "__ab_approximation_30",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 75,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 75,
-                            "End Line": 88
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "6.7%",
+                            "Start Line": 323,
+                            "End Line": 397
                         },
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 421,
-                            "End Line": 421
+                            "Function Name": "__inner_loop_30",
+                            "Structural Impact": 8.5,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "8.3%",
+                            "Start Line": 398,
+                            "End Line": 469
+                        },
+                        {
+                            "Function Name": "__inner_loop_48",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 470,
+                            "End Line": 524
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 127,
-                        "Sequential Logic Declarations": 43,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 20,
-                        "Type/Safety Bypasses": 7,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 12,
-                        "Exposed API / Public Exports": 11,
-                        "State Mutations / Variable Reassignments": 28,
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 122,
+                        "Function Parameters": 240,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 24,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 13,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 1,
-                        "Collection Iterators / Comprehensions": 3,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 6,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 37,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540297,22 +541952,22 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 18,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 350,
+                        "Structural Tab Indentations": 368,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540325,12 +541980,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 86,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 78,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 4,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -540357,36 +542012,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "_thread",
-                        "bldc_driver",
-                        "lib.logging",
-                        "machine",
-                        "time",
-                        "vibration_driver"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/app.py": {
+                "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "app.py",
-                        "Path": "embedded_python/meow_turtle/app.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "ctq_inverse_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8586.32,
-                        "Y": -57.63,
-                        "Z": -4018.44
+                        "X": -5111.51,
+                        "Y": -0.05,
+                        "Z": -7026.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540395,104 +542043,124 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1354,
-                        "Coding LOC": 1009,
-                        "Documentation LOC": 137,
-                        "Structural Magnitude": 135.28,
-                        "Control Flow Ratio": "73.5%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1319,
+                        "Coding LOC": 1110,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 266.1,
+                        "Control Flow Ratio": "11.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.51
+                        "Raw Cognitive Density": 0.104
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "21.13%",
-                        "Error & Exception Exposure": "61.3%",
+                        "Cognitive Load Exposure": "7.02%",
+                        "Error & Exception Exposure": "55.75%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "6.67%",
-                        "Concurrency Exposure": "21.58%",
-                        "State Flux Exposure": "55.95%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.93%",
+                        "Concurrency Exposure": "23.56%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.03%",
+                        "Documentation Exposure": "15.01%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "send_reliable",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 398,
-                            "End Line": 413
+                            "Function Name": "ct_inverse_mod_384",
+                            "Structural Impact": 182.8,
+                            "Lines of Code (LOC)": 587,
+                            "Control Flow Branches": 57,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "19.1%",
+                            "Start Line": 8,
+                            "End Line": 594
                         },
                         {
-                            "Function Name": "main",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 1006,
-                            "End Line": 1041
+                            "Function Name": "__smulq_768x63",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 228,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 595,
+                            "End Line": 822
                         },
                         {
-                            "Function Name": "debug",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 30,
+                            "Function Name": "__smulq_384_n_shift_by_62",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 192,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 82
+                            "Start Line": 990,
+                            "End Line": 1181
                         },
                         {
-                            "Function Name": "core1_task",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "__smulq_384x63",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 167,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 429,
-                            "End Line": 440
+                            "Start Line": 823,
+                            "End Line": 989
+                        },
+                        {
+                            "Function Name": "__inner_loop_62",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "9.1%",
+                            "Start Line": 1249,
+                            "End Line": 1317
+                        },
+                        {
+                            "Function Name": "__ab_approximation_62",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "5.9%",
+                            "Start Line": 1182,
+                            "End Line": 1248
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 346,
-                        "Sequential Logic Declarations": 125,
-                        "Function Parameters": 20,
-                        "Function/Method Declarations": 20,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 74,
-                        "Type/Safety Bypasses": 51,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 20,
-                        "Exposed API / Public Exports": 21,
-                        "State Mutations / Variable Reassignments": 59,
+                        "Control Flow Branches": 59,
+                        "Sequential Logic Declarations": 454,
+                        "Function Parameters": 874,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 40,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 7,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 5,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 5,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 17,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 47,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540501,23 +542169,23 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
-                        "Explicit Type Casts": 44,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 5,
-                        "Bitwise Operations": 11,
-                        "Thread Synchronization Locks": 2,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 6,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 6,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 953,
+                        "Structural Tab Indentations": 1043,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540530,12 +542198,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 281,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 274,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 15,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -540562,45 +542230,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 15,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 10,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "_thread",
-                        "actuators",
-                        "diagnostics",
-                        "gc",
-                        "io",
-                        "json",
-                        "lib.logging",
-                        "machine",
-                        "meowprotocol",
-                        "os",
-                        "ota",
-                        "sensors",
-                        "struct",
-                        "sys",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/bldc_driver.py": {
+                "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "bldc_driver.py",
-                        "Path": "embedded_python/meow_turtle/bldc_driver.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "ctx_inverse_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8452.96,
-                        "Y": 0.82,
-                        "Z": -4398.3
+                        "X": -4859.54,
+                        "Y": 100.67,
+                        "Z": -6800.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540609,63 +542261,154 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 121,
-                        "Coding LOC": 94,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 722.75,
-                        "Control Flow Ratio": "67.6%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1717,
+                        "Coding LOC": 1407,
+                        "Documentation LOC": 30,
+                        "Structural Magnitude": 451.34,
+                        "Control Flow Ratio": "17.3%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.0
+                        "Raw Cognitive Density": 0.154
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "36.55%",
-                        "Error & Exception Exposure": "82.43%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "4.14%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "Cognitive Load Exposure": "8.45%",
+                        "Error & Exception Exposure": "55.81%",
+                        "Tech Debt Exposure": "8.79%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.86%",
+                        "Concurrency Exposure": "26.09%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "42.22%",
+                        "Documentation Exposure": "14.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "ct_inverse_mod_384$1",
+                            "Structural Impact": 348.0,
+                            "Lines of Code (LOC)": 927,
+                            "Control Flow Branches": 113,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "22.1%",
+                            "Start Line": 12,
+                            "End Line": 938
+                        },
+                        {
+                            "Function Name": "__smulx_768x63",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 182,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 939,
+                            "End Line": 1120
+                        },
+                        {
+                            "Function Name": "__smulx_384_n_shift_by_31",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 160,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1256,
+                            "End Line": 1415
+                        },
+                        {
+                            "Function Name": "__smulx_384x63",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 135,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1121,
+                            "End Line": 1255
+                        },
+                        {
+                            "Function Name": "__ab_approximation_31",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "5.3%",
+                            "Start Line": 1518,
+                            "End Line": 1598
+                        },
+                        {
+                            "Function Name": "__smulx_191_n_shift_by_31",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 102,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1416,
+                            "End Line": 1517
+                        },
+                        {
+                            "Function Name": "__inner_loop_31",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 1599,
+                            "End Line": 1657
+                        },
+                        {
+                            "Function Name": "__tail_loop_55",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1658,
+                            "End Line": 1715
+                        },
+                        {
+                            "Function Name": "ctx_inverse_mod_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 25,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 32,
+                        "Control Flow Branches": 116,
+                        "Sequential Logic Declarations": 554,
+                        "Function Parameters": 1080,
+                        "Function/Method Declarations": 9,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 8,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 14,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 10,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 12,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540675,22 +542418,22 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 8,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 4,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 85,
+                        "Structural Tab Indentations": 1328,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540703,15 +542446,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 8,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -540735,32 +542478,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "machine"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/boot.py": {
+                "assembly/blst_generated_asm/div3w-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "boot.py",
-                        "Path": "embedded_python/meow_turtle/boot.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "div3w-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/div3w-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (boot.py)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8007.27,
-                        "Y": 24.58,
-                        "Z": -4873.88
+                        "X": -4468.88,
+                        "Y": 187.15,
+                        "Z": -6211.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540769,74 +542509,94 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 644,
-                        "Coding LOC": 467,
-                        "Documentation LOC": 84,
-                        "Structural Magnitude": 139.24,
-                        "Control Flow Ratio": "56.5%",
+                        "Total LOC": 168,
+                        "Coding LOC": 111,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 34.42,
+                        "Control Flow Ratio": "11.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.623
+                        "Raw Cognitive Density": 0.234
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "18.79%",
-                        "Error & Exception Exposure": "80.0%",
+                        "Cognitive Load Exposure": "11.27%",
+                        "Error & Exception Exposure": "76.28%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "8.53%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.8%",
+                        "Testing Exposure": "2.46%",
+                        "API Exposure": "5.4%",
+                        "Concurrency Exposure": "87.32%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.36%",
+                        "Documentation Exposure": "35.95%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse_stream",
-                            "Structural Impact": 29.9,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 279,
-                            "End Line": 356
+                            "Function Name": "div_3_limbs",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 7,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "quot_rem_128",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 63,
+                            "End Line": 126
+                        },
+                        {
+                            "Function Name": "quot_rem_64",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 166
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 134,
-                        "Sequential Logic Declarations": 103,
-                        "Function Parameters": 23,
-                        "Function/Method Declarations": 23,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 59,
-                        "Type/Safety Bypasses": 47,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 24,
-                        "State Mutations / Variable Reassignments": 76,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 75,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 54,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 5,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 3,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 14,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 29,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540845,23 +542605,23 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 24,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 5,
-                        "Bitwise Operations": 10,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 4,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 421,
+                        "Structural Tab Indentations": 80,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 10,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540874,12 +542634,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 57,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 47,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 10,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -540906,44 +542666,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 14,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 11,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "app",
-                        "binascii",
-                        "hashlib",
-                        "interrupted",
-                        "json",
-                        "lib.diagnostics",
-                        "lib.logging",
-                        "machine",
-                        "os",
-                        "raw",
-                        "struct",
-                        "sys",
-                        "time",
-                        "uos"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/pio_programs.py": {
+                "assembly/blst_generated_asm/mulq_mont_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "pio_programs.py",
-                        "Path": "embedded_python/meow_turtle/pio_programs.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "mulq_mont_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/mulq_mont_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8150.5,
-                        "Y": -75.44,
-                        "Z": -4171.49
+                        "X": -4072.13,
+                        "Y": 196.82,
+                        "Z": -6677.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540952,84 +542697,145 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 84,
-                        "Coding LOC": 46,
-                        "Documentation LOC": 21,
-                        "Structural Magnitude": 181.8,
-                        "Control Flow Ratio": "57.1%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 782,
+                        "Coding LOC": 641,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 93.62,
+                        "Control Flow Ratio": "4.7%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.283
+                        "Raw Cognitive Density": 0.048
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.68%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.7%",
+                        "Error & Exception Exposure": "59.75%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "4.95%",
-                        "Concurrency Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.83%",
+                        "Concurrency Exposure": "29.33%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.98%",
+                        "Documentation Exposure": "15.57%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "__mulq_mont_sparse_256",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 292,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 158,
+                            "End Line": 449
+                        },
+                        {
+                            "Function Name": "sqr_mont_sparse_256",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 84,
+                            "End Line": 157
+                        },
+                        {
+                            "Function Name": "redc_mont_256",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 90,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "11.8%",
+                            "Start Line": 537,
+                            "End Line": 626
+                        },
+                        {
+                            "Function Name": "mul_mont_sparse_256",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 8,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "from_mont_256",
+                            "Structural Impact": 10.4,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 450,
+                            "End Line": 536
+                        },
+                        {
+                            "Function Name": "__mulq_by_1_mont_256",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 154,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 627,
+                            "End Line": 780
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
+                        "Sequential Logic Declarations": 164,
+                        "Function Parameters": 267,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 2,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 6,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 2,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 3,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 2,
+                        "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 34,
+                        "Structural Tab Indentations": 510,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -541078,31 +542884,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "rp2"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/sensors.py": {
+                "assembly/blst_generated_asm/mulx_mont_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "sensors.py",
-                        "Path": "embedded_python/meow_turtle/sensors.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "mulx_mont_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/mulx_mont_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8421.87,
-                        "Y": 29.37,
-                        "Z": -4778.37
+                        "X": -5190.67,
+                        "Y": 53.47,
+                        "Z": -6711.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -541111,255 +542915,151 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 509,
-                        "Coding LOC": 396,
-                        "Documentation LOC": 40,
-                        "Structural Magnitude": 184.92,
-                        "Control Flow Ratio": "63.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 691,
+                        "Coding LOC": 554,
+                        "Documentation LOC": 26,
+                        "Structural Magnitude": 83.08,
+                        "Control Flow Ratio": "3.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.076
+                        "Raw Cognitive Density": 0.065
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "39.32%",
-                        "Error & Exception Exposure": "79.95%",
-                        "Tech Debt Exposure": "14.12%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "3.34%",
-                        "Concurrency Exposure": "62.02%",
-                        "State Flux Exposure": "100.0%",
+                        "Cognitive Load Exposure": "6.07%",
+                        "Error & Exception Exposure": "61.18%",
+                        "Tech Debt Exposure": "17.47%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.92%",
+                        "Concurrency Exposure": "41.18%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.37%",
+                        "Documentation Exposure": "16.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_apply_filters",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
+                            "Function Name": "__mulx_mont_sparse_256",
+                            "Structural Impact": 13.1,
+                            "Lines of Code (LOC)": 209,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 153,
+                            "End Line": 361
+                        },
+                        {
+                            "Function Name": "__mulx_by_1_mont_256",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 157,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 352,
-                            "End Line": 364
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 533,
+                            "End Line": 689
                         },
                         {
-                            "Function Name": "teardown",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 273,
-                            "End Line": 280
+                            "Function Name": "sqr_mont_sparse_256$1",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "7.1%",
+                            "Start Line": 86,
+                            "End Line": 152
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "redc_mont_256$1",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 82,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 220,
-                            "End Line": 229
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "6.2%",
+                            "Start Line": 451,
+                            "End Line": 532
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "mul_mont_sparse_256$1",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "7.7%",
+                            "Start Line": 12,
+                            "End Line": 80
+                        },
+                        {
+                            "Function Name": "from_mont_256$1",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 79,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 387,
-                            "End Line": 393
+                            "Control Flow Ratio": "6.7%",
+                            "Start Line": 367,
+                            "End Line": 445
+                        },
+                        {
+                            "Function Name": "mulx_mont_sparse_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        },
+                        {
+                            "Function Name": "sqrx_mont_sparse_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "fromx_mont_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 362,
+                            "End Line": 364
+                        },
+                        {
+                            "Function Name": "redcx_mont_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 446,
+                            "End Line": 448
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 121,
-                        "Sequential Logic Declarations": 71,
-                        "Function Parameters": 17,
-                        "Function/Method Declarations": 17,
-                        "Class/Entity Declarations": 4,
-                        "Defensive Programming Constructs": 33,
-                        "Type/Safety Bypasses": 18,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 13,
-                        "State Mutations / Variable Reassignments": 124,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 46,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 14,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 6,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 32,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 11,
-                        "Thread Synchronization Locks": 2,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 20,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 353,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 11,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 51,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 41,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 9,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
-                    },
-                    "9. Extracted Dependencies": [
-                        "_thread",
-                        "lib.logging",
-                        "lib.pio_programs",
-                        "machine",
-                        "rp2",
-                        "time"
-                    ]
-                },
-                "embedded_python/meow_turtle/vibration_driver.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "vibration_driver.py",
-                        "Path": "embedded_python/meow_turtle/vibration_driver.py",
-                        "Language": "Embedded_Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8724.96,
-                        "Y": -4.17,
-                        "Z": -4055.4
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 118,
-                        "Coding LOC": 90,
-                        "Documentation LOC": 11,
-                        "Structural Magnitude": 697.17,
-                        "Control Flow Ratio": "64.9%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.056
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "38.62%",
-                        "Error & Exception Exposure": "83.79%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "3.75%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "44.17%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 24,
-                        "Sequential Logic Declarations": 13,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 9,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 33,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 109,
+                        "Function Parameters": 220,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 14,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 9,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -541368,11 +543068,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 11,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -541382,18 +543082,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 5,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 5,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 80,
+                        "Structural Tab Indentations": 420,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -541410,15 +543110,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 1,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -541442,484 +543142,516 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "machine"
-                    ]
-                }
-            }
-        },
-        "python/airflow": {
-            "Directory Group Magnitude": 2606.32,
-            "File Count": 3,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "15.22%",
-                "Error & Exception Exposure": "57.05%",
-                "Tech Debt Exposure": "42.21%",
-                "Testing Exposure": "80.0%",
-                "API Exposure": "3.07%",
-                "Concurrency Exposure": "31.63%",
-                "State Flux Exposure": "58.33%",
-                "Commented Logic Exposure": "3.48%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "14.68%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "python/airflow/dag.py": {
+                    "9. Extracted Dependencies": []
+                },
+                "assembly/blst_generated_asm/mulx_mont_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "dag.py",
-                        "Path": "python/airflow/dag.py",
-                        "Language": "Python",
+                        "Filename": "mulx_mont_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/mulx_mont_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "AirflowException, Base",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1238.86,
-                        "Y": 258.69,
-                        "Z": 9945.87
+                        "X": -4670.76,
+                        "Y": 123.45,
+                        "Z": -6894.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 854,
-                        "Coding LOC": 569,
-                        "Documentation LOC": 162,
-                        "Structural Magnitude": 318.68,
-                        "Control Flow Ratio": "27.2%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 3247,
+                        "Coding LOC": 2572,
+                        "Documentation LOC": 120,
+                        "Structural Magnitude": 454.14,
+                        "Control Flow Ratio": "7.2%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.757
+                        "Raw Cognitive Density": 0.102
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.36%",
-                        "Error & Exception Exposure": "62.25%",
-                        "Tech Debt Exposure": "92.48%",
+                        "Cognitive Load Exposure": "6.98%",
+                        "Error & Exception Exposure": "58.68%",
+                        "Tech Debt Exposure": "13.38%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.18%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.59%",
-                        "Commented Logic Exposure": "5.24%",
+                        "API Exposure": "6.86%",
+                        "Concurrency Exposure": "46.2%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.21%",
+                        "Documentation Exposure": "13.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "dags_needing_dagruns",
-                            "Structural Impact": 38.6,
-                            "Lines of Code (LOC)": 114,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 626,
-                            "End Line": 739
+                            "Function Name": "mul_mont_384x$1",
+                            "Structural Impact": 38.5,
+                            "Lines of Code (LOC)": 133,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 220,
+                            "End Line": 352
                         },
                         {
-                            "Function Name": "deadline",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 503,
-                            "End Line": 517
+                            "Function Name": "mul_382x$1",
+                            "Structural Impact": 25.9,
+                            "Lines of Code (LOC)": 148,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "13.3%",
+                            "Start Line": 505,
+                            "End Line": 652
                         },
                         {
-                            "Function Name": "calculate_dagrun_date_fields",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 741,
-                            "End Line": 786
+                            "Function Name": "__mulx_mont_384",
+                            "Structural Impact": 20.6,
+                            "Lines of Code (LOC)": 412,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1984,
+                            "End Line": 2395
                         },
                         {
-                            "Function Name": "get_run_data_interval",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 139,
-                            "End Line": 172
+                            "Function Name": "sqr_mont_384x$1",
+                            "Structural Impact": 20.3,
+                            "Lines of Code (LOC)": 142,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "9.5%",
+                            "Start Line": 358,
+                            "End Line": 499
                         },
                         {
-                            "Function Name": "deactivate_deleted_dags",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 588,
-                            "End Line": 623
+                            "Function Name": "__mulx_mont_383_nonred",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 373,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2665,
+                            "End Line": 3037
                         },
                         {
-                            "Function Name": "infer_automated_data_interval",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 107,
-                            "End Line": 136
+                            "Function Name": "sqr_mont_382x$1",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 203,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "2.7%",
+                            "Start Line": 3043,
+                            "End Line": 3245
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 462,
-                            "End Line": 477
+                            "Function Name": "sqr_382x$1",
+                            "Structural Impact": 17.7,
+                            "Lines of Code (LOC)": 143,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.7%",
+                            "Start Line": 658,
+                            "End Line": 800
                         },
                         {
-                            "Function Name": "get_asset_triggered_next_run_info",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 39,
+                            "Function Name": "sqr_n_mul_mont_384$1",
+                            "Structural Impact": 16.6,
+                            "Lines of Code (LOC)": 92,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 254,
-                            "End Line": 292
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 2480,
+                            "End Line": 2571
                         },
                         {
-                            "Function Name": "_get_model_data_interval",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "sqr_n_mul_mont_383$1",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 88,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 223,
-                            "End Line": 236
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 2577,
+                            "End Line": 2664
                         },
                         {
-                            "Function Name": "get_next_data_interval",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "sgn0_pty_mont_384x$1",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 134,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 175,
-                            "End Line": 197
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 1775,
+                            "End Line": 1908
                         },
                         {
-                            "Function Name": "next_dagrun_data_interval",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 491,
-                            "End Line": 495
+                            "Function Name": "__mulx_384",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 185,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 862,
+                            "End Line": 1046
                         },
                         {
-                            "Function Name": "__getattr__",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 834,
-                            "End Line": 853
+                            "Function Name": "__mulx_by_1_mont_384",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 199,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1422,
+                            "End Line": 1620
                         },
                         {
-                            "Function Name": "get_last_dagrun",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "__sqrx_384",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 153,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1108,
+                            "End Line": 1260
+                        },
+                        {
+                            "Function Name": "from_mont_384$1",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 87,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 239,
-                            "End Line": 251
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.0%",
+                            "Start Line": 1335,
+                            "End Line": 1421
                         },
                         {
-                            "Function Name": "dag_ready",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "sgn0_pty_mont_384$1",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 85,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 640,
-                            "End Line": 651
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 1685,
+                            "End Line": 1769
                         },
                         {
-                            "Function Name": "get_dag_id_to_team_name_mapping",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "sqr_mont_384$1",
+                            "Structural Impact": 9.0,
+                            "Lines of Code (LOC)": 74,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 813,
-                            "End Line": 822
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "6.2%",
+                            "Start Line": 2401,
+                            "End Line": 2474
                         },
                         {
-                            "Function Name": "get_asset_triggered_next_run_info",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "mul_mont_384$1",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 70,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 789,
-                            "End Line": 797
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.9%",
+                            "Start Line": 1914,
+                            "End Line": 1983
                         },
                         {
-                            "Function Name": "get_all",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "redc_mont_384$1",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 1266,
+                            "End Line": 1329
+                        },
+                        {
+                            "Function Name": "__subx_mod_384x384",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 11,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "sqr_384$1",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 56,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 333,
-                            "End Line": 337
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1052,
+                            "End Line": 1107
                         },
                         {
-                            "Function Name": "dag_display_name",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 575,
-                            "End Line": 584
+                            "Function Name": "__addx_mod_384",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 88,
+                            "End Line": 150
                         },
                         {
-                            "Function Name": "dag_display_name",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "mul_384$1",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 56,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 571,
-                            "End Line": 572
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 806,
+                            "End Line": 861
                         },
                         {
-                            "Function Name": "get_paused_dag_ids",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "__redx_tail_mont_384",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 59,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 550,
-                            "End Line": 564
+                            "Start Line": 1621,
+                            "End Line": 1679
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__subx_mod_384_a_is_loaded",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 50,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 214,
-                            "End Line": 217
+                            "Start Line": 165,
+                            "End Line": 214
                         },
                         {
-                            "Function Name": "get_last_dagrun",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "__subx_mod_384",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 537,
-                            "End Line": 542
+                            "Start Line": 151,
+                            "End Line": 163
                         },
                         {
-                            "Function Name": "get_team_name",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "mulx_mont_384x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 801,
-                            "End Line": 809
+                            "Start Line": 215,
+                            "End Line": 217
                         },
                         {
-                            "Function Name": "get_current",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sqrx_mont_384x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 533,
-                            "End Line": 534
+                            "Start Line": 353,
+                            "End Line": 355
                         },
                         {
-                            "Function Name": "get_dagmodel",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "mulx_382x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 525,
-                            "End Line": 529
+                            "Start Line": 500,
+                            "End Line": 502
                         },
                         {
-                            "Function Name": "get_is_active",
-                            "Structural Impact": 1.9,
+                            "Function Name": "sqrx_382x",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 544,
-                            "End Line": 546
+                            "Start Line": 653,
+                            "End Line": 655
                         },
                         {
-                            "Function Name": "next_dagrun_data_interval",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "mulx_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 483,
-                            "End Line": 488
+                            "Start Line": 801,
+                            "End Line": 803
                         },
                         {
-                            "Function Name": "deadline",
-                            "Structural Impact": 1.6,
+                            "Function Name": "sqrx_384",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 498,
-                            "End Line": 500
+                            "Start Line": 1047,
+                            "End Line": 1049
                         },
                         {
-                            "Function Name": "__str__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "redcx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 220
+                            "Start Line": 1261,
+                            "End Line": 1263
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "fromx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 308,
-                            "End Line": 309
+                            "Start Line": 1330,
+                            "End Line": 1332
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sgn0x_pty_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 329,
-                            "End Line": 330
+                            "Start Line": 1680,
+                            "End Line": 1682
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sgn0x_pty_mont_384x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 479,
-                            "End Line": 480
+                            "Start Line": 1770,
+                            "End Line": 1772
                         },
                         {
-                            "Function Name": "timezone",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "mulx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 520,
-                            "End Line": 521
+                            "Start Line": 1909,
+                            "End Line": 1911
                         },
                         {
-                            "Function Name": "safe_dag_id",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sqrx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 567,
-                            "End Line": 568
+                            "Start Line": 2396,
+                            "End Line": 2398
+                        },
+                        {
+                            "Function Name": "sqrx_n_mul_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2475,
+                            "End Line": 2477
+                        },
+                        {
+                            "Function Name": "sqrx_n_mul_mont_383",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2572,
+                            "End Line": 2574
+                        },
+                        {
+                            "Function Name": "sqrx_mont_382x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3038,
+                            "End Line": 3040
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 67,
-                        "Sequential Logic Declarations": 179,
-                        "Function Parameters": 34,
-                        "Function/Method Declarations": 34,
-                        "Class/Entity Declarations": 4,
-                        "Defensive Programming Constructs": 16,
-                        "Type/Safety Bypasses": 10,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 30,
-                        "State Mutations / Variable Reassignments": 80,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 49,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Control Flow Branches": 43,
+                        "Sequential Logic Declarations": 551,
+                        "Function Parameters": 1610,
+                        "Function/Method Declarations": 40,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 24,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 15,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 47,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 24,
-                        "Generic Type Abstractions": 43,
-                        "Collection Iterators / Comprehensions": 8,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 18,
-                        "Module Dependencies (Imports)": 47,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 3,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 12,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 24,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 43,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 514,
+                        "Structural Tab Indentations": 2073,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -541927,7 +543659,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -541935,16 +543667,16 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 21,
-                        "Core Var Decl": 101,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 84,
-                        "Design Pascal Case": 13,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 11,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 14,
+                        "Orphaned Logic": 15,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -541954,7 +543686,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -541968,693 +543700,131 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 40,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "airflow",
-                        "airflow._shared.timezones",
-                        "airflow.assets.evaluation",
-                        "airflow.configuration",
-                        "airflow.exceptions",
-                        "airflow.models.asset",
-                        "airflow.models.base",
-                        "airflow.models.dagbundle",
-                        "airflow.models.dagrun",
-                        "airflow.models.serialized_dag",
-                        "airflow.models.team",
-                        "airflow.sdk",
-                        "airflow.serialization.definitions.assets",
-                        "airflow.serialization.definitions.dag",
-                        "airflow.serialization.encoders",
-                        "airflow.serialization.enums",
-                        "airflow.serialization.serialized_objects",
-                        "airflow.timetables.base",
-                        "airflow.timetables.interval",
-                        "airflow.timetables.simple",
-                        "airflow.utils.deprecation_tools",
-                        "airflow.utils.session",
-                        "airflow.utils.sqlalchemy",
-                        "airflow.utils.state",
-                        "airflow.utils.types",
-                        "collections",
-                        "collections.abc",
-                        "datetime",
-                        "dateutil.relativedelta",
-                        "it",
-                        "pendulum",
-                        "sqlalchemy",
-                        "sqlalchemy.ext.associationproxy",
-                        "sqlalchemy.ext.hybrid",
-                        "sqlalchemy.orm",
-                        "sqlalchemy.sql",
-                        "structlog",
-                        "typing",
-                        "warnings"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "python/airflow/s3.py": {
+                "assembly/blst_generated_asm/sha256-portable-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "s3.py",
-                        "Path": "python/airflow/s3.py",
-                        "Language": "Python",
+                        "Filename": "sha256-portable-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/sha256-portable-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "AwsBaseHook",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1568.69,
-                        "Y": 118.88,
-                        "Z": 10533.38
+                        "X": -4822.3,
+                        "Y": 93.56,
+                        "Z": -6397.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1818,
-                        "Coding LOC": 1101,
-                        "Documentation LOC": 479,
-                        "Structural Magnitude": 969.52,
-                        "Control Flow Ratio": "51.5%",
+                        "Total LOC": 1794,
+                        "Coding LOC": 1431,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 151.12,
+                        "Control Flow Ratio": "1.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.466
+                        "Raw Cognitive Density": 0.016
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.15%",
-                        "Error & Exception Exposure": "54.08%",
-                        "Tech Debt Exposure": "21.86%",
+                        "Cognitive Load Exposure": "5.04%",
+                        "Error & Exception Exposure": "53.25%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.83%",
-                        "Concurrency Exposure": "79.53%",
-                        "State Flux Exposure": "50.22%",
-                        "Commented Logic Exposure": "5.21%",
+                        "API Exposure": "4.3%",
+                        "Concurrency Exposure": "20.1%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.28%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "list_keys",
-                            "Structural Impact": 52.9,
-                            "Lines of Code (LOC)": 88,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 846,
-                            "End Line": 933
-                        },
-                        {
-                            "Function Name": "download_file",
-                            "Structural Impact": 43.8,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 1552,
-                            "End Line": 1633
-                        },
-                        {
-                            "Function Name": "is_keys_unchanged_async",
-                            "Structural Impact": 42.0,
-                            "Lines of Code (LOC)": 110,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 734,
-                            "End Line": 843
-                        },
-                        {
-                            "Function Name": "copy_object",
-                            "Structural Impact": 35.9,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1390,
-                            "End Line": 1484
-                        },
-                        {
-                            "Function Name": "load_file",
-                            "Structural Impact": 30.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 1183,
-                            "End Line": 1242
-                        },
-                        {
-                            "Function Name": "select_key",
-                            "Structural Impact": 27.9,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1094,
-                            "End Line": 1141
-                        },
-                        {
-                            "Function Name": "get_files_async",
-                            "Structural Impact": 25.5,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 639,
-                            "End Line": 672
-                        },
-                        {
-                            "Function Name": "_sync_to_local_dir_if_changed",
-                            "Structural Impact": 24.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1761,
-                            "End Line": 1793
-                        },
-                        {
-                            "Function Name": "_check_key_async",
-                            "Structural Impact": 22.8,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 540,
-                            "End Line": 572
-                        },
-                        {
-                            "Function Name": "list_prefixes_async",
-                            "Structural Impact": 22.0,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 467,
-                            "End Line": 511
-                        },
-                        {
-                            "Function Name": "_list_keys_async",
-                            "Structural Impact": 22.0,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 674,
-                            "End Line": 717
-                        },
-                        {
-                            "Function Name": "put_bucket_tagging",
-                            "Structural Impact": 21.6,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1690,
-                            "End Line": 1730
-                        },
-                        {
-                            "Function Name": "load_string",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1246,
-                            "End Line": 1293
-                        },
-                        {
-                            "Function Name": "provide_bucket_name",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "48.0%",
-                            "Start Line": 77,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "list_prefixes",
-                            "Structural Impact": 20.8,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 394,
-                            "End Line": 438
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 187,
-                            "End Line": 207
-                        },
-                        {
-                            "Function Name": "_upload_file_obj",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1357,
-                            "End Line": 1388
-                        },
-                        {
-                            "Function Name": "delete_objects",
-                            "Structural Impact": 17.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1513,
-                            "End Line": 1548
-                        },
-                        {
-                            "Function Name": "parse_s3_url",
-                            "Structural Impact": 17.7,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 224,
-                            "End Line": 266
-                        },
-                        {
-                            "Function Name": "create_bucket",
-                            "Structural Impact": 17.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 341,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "get_file_metadata_async",
-                            "Structural Impact": 16.9,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 514,
-                            "End Line": 538
-                        },
-                        {
-                            "Function Name": "_sync_to_local_dir_delete_stale_local_files",
-                            "Structural Impact": 16.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1746,
-                            "End Line": 1759
-                        },
-                        {
-                            "Function Name": "_list_key_object_filter",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 719,
-                            "End Line": 732
-                        },
-                        {
-                            "Function Name": "sync_to_local_dir",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 1795,
-                            "End Line": 1817
-                        },
-                        {
-                            "Function Name": "delete_bucket",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1487,
-                            "End Line": 1511
-                        },
-                        {
-                            "Function Name": "check_for_bucket",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 297,
-                            "End Line": 325
-                        },
-                        {
-                            "Function Name": "iter_file_metadata",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 967,
-                            "End Line": 1003
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 137,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "get_s3_bucket_key",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 269,
-                            "End Line": 294
-                        },
-                        {
-                            "Function Name": "get_head_object_async",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 442,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "unify_bucket_name_and_key",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 30,
+                            "Function Name": "blst_sha256_block_data_order",
+                            "Structural Impact": 100.2,
+                            "Lines of Code (LOC)": 1686,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 132,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "get_wildcard_key",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1163,
-                            "End Line": 1179
-                        },
-                        {
-                            "Function Name": "check_key_async",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 2,
                             "Input Parameters": 6,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 574,
-                            "End Line": 604
-                        },
-                        {
-                            "Function Name": "get_key",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1049,
-                            "End Line": 1074
-                        },
-                        {
-                            "Function Name": "head_object",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1007,
-                            "End Line": 1029
-                        },
-                        {
-                            "Function Name": "maybe_add_bucket_name",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 88,
-                            "End Line": 97
-                        },
-                        {
-                            "Function Name": "_is_in_period",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 725,
-                            "End Line": 730
-                        },
-                        {
-                            "Function Name": "load_bytes",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1297,
-                            "End Line": 1326
-                        },
-                        {
-                            "Function Name": "generate_presigned_url",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1635,
-                            "End Line": 1667
-                        },
-                        {
-                            "Function Name": "get_file_metadata",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 936,
-                            "End Line": 964
-                        },
-                        {
-                            "Function Name": "check_for_prefix_async",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 606,
-                            "End Line": 626
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 118,
-                            "End Line": 127
+                            "Control Flow Ratio": "1.6%",
+                            "Start Line": 7,
+                            "End Line": 1692
                         },
                         {
-                            "Function Name": "check_for_prefix",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "blst_sha256_bcopy",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 27,
                             "Control Flow Branches": 1,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 377,
-                            "End Line": 391
-                        },
-                        {
-                            "Function Name": "get_bucket_tagging",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1670,
-                            "End Line": 1687
-                        },
-                        {
-                            "Function Name": "load_file_obj",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1330,
-                            "End Line": 1355
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 110,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "sanitize_extra_args",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1061,
-                            "End Line": 1067
-                        },
-                        {
-                            "Function Name": "check_for_wildcard_key",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1145,
-                            "End Line": 1159
-                        },
-                        {
-                            "Function Name": "_check_for_prefix_async",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 628,
-                            "End Line": 637
-                        },
-                        {
-                            "Function Name": "check_for_key",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1033,
-                            "End Line": 1045
-                        },
-                        {
-                            "Function Name": "read_key",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1078,
-                            "End Line": 1090
-                        },
-                        {
-                            "Function Name": "get_bucket",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 328,
-                            "End Line": 338
-                        },
-                        {
-                            "Function Name": "delete_bucket_tagging",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1733,
-                            "End Line": 1744
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 102,
-                            "End Line": 105
+                            "End Line": 1759
                         },
                         {
-                            "Function Name": "resource",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "blst_sha256_emit",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 40,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 210,
-                            "End Line": 216
+                            "Start Line": 1693,
+                            "End Line": 1732
                         },
                         {
-                            "Function Name": "extra_args",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "blst_sha256_hcopy",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 33,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 221
+                            "Start Line": 1760,
+                            "End Line": 1792
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 225,
-                        "Sequential Logic Declarations": 212,
-                        "Function Parameters": 56,
-                        "Function/Method Declarations": 56,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 27,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 48,
-                        "State Mutations / Variable Reassignments": 63,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 263,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 321,
+                        "Function Parameters": 637,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 4,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 45,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 47,
-                        "Generic Type Abstractions": 75,
-                        "Collection Iterators / Comprehensions": 7,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 36,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -542666,45 +543836,45 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 12,
-                        "Fatal Aborts & Exceptions": 23,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 55,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1062,
+                        "Structural Tab Indentations": 1351,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 7,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
-                        "Vectorized Math & Tensor Operations": 43,
-                        "Core Var Decl": 321,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 211,
-                        "Design Pascal Case": 109,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 1,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 13,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -542714,7 +543884,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -542728,774 +543898,147 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 35,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 7,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "aiobotocore.client",
-                        "airflow.exceptions",
-                        "airflow.providers.amazon.aws.exceptions",
-                        "airflow.providers.amazon.aws.hooks.base_aws",
-                        "airflow.providers.amazon.aws.utils.tags",
-                        "airflow.providers.amazon.version_compat",
-                        "airflow.providers.common.compat.connection",
-                        "airflow.providers.common.compat.lineage.hook",
-                        "airflow.providers.common.compat.sdk",
-                        "airflow.utils.helpers",
-                        "asyncio",
-                        "boto3.s3.transfer",
-                        "botocore.exceptions",
-                        "collections.abc",
-                        "contextlib",
-                        "copy",
-                        "datetime",
-                        "fnmatch",
-                        "functools",
-                        "gzip",
-                        "inspect",
-                        "io",
-                        "logging",
-                        "mypy_boto3_s3.service_resource",
-                        "os",
-                        "pathlib",
-                        "re",
-                        "shutil",
-                        "tempfile",
-                        "time",
-                        "typing",
-                        "urllib.parse",
-                        "uuid",
-                        "warnings"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "python/airflow/scheduler_job_runner.py": {
+                "assembly/blst_generated_asm/sha256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "scheduler_job_runner.py",
-                        "Path": "python/airflow/scheduler_job_runner.py",
-                        "Language": "Python",
+                        "Filename": "sha256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/sha256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "BaseJobRunner, LoggingMixin",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1307.06,
-                        "Y": 157.88,
-                        "Z": 10193.74
+                        "X": -4191.22,
+                        "Y": 86.28,
+                        "Z": -7180.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3261,
-                        "Coding LOC": 2381,
-                        "Documentation LOC": 490,
-                        "Structural Magnitude": 1318.12,
-                        "Control Flow Ratio": "55.6%",
+                        "Total LOC": 1519,
+                        "Coding LOC": 1446,
+                        "Documentation LOC": 31,
+                        "Structural Magnitude": 162.62,
+                        "Control Flow Ratio": "3.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.284
+                        "Raw Cognitive Density": 0.032
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.15%",
-                        "Error & Exception Exposure": "54.8%",
-                        "Tech Debt Exposure": "12.3%",
+                        "Cognitive Load Exposure": "5.35%",
+                        "Error & Exception Exposure": "53.83%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.2%",
-                        "Concurrency Exposure": "15.36%",
-                        "State Flux Exposure": "28.17%",
+                        "API Exposure": "4.89%",
+                        "Concurrency Exposure": "26.86%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.33%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "process_executor_events",
-                            "Structural Impact": 166.8,
-                            "Lines of Code (LOC)": 298,
-                            "Control Flow Branches": 61,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "84.7%",
-                            "Start Line": 1137,
-                            "End Line": 1434
-                        },
-                        {
-                            "Function Name": "_executable_task_instances_to_queued",
-                            "Structural Impact": 144.8,
-                            "Lines of Code (LOC)": 457,
-                            "Control Flow Branches": 60,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 474,
-                            "End Line": 930
-                        },
-                        {
-                            "Function Name": "_try_to_load_executor",
-                            "Structural Impact": 52.4,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "84.0%",
-                            "Start Line": 3175,
-                            "End Line": 3239
-                        },
-                        {
-                            "Function Name": "_schedule_dag_run",
-                            "Structural Impact": 52.2,
-                            "Lines of Code (LOC)": 125,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 2281,
-                            "End Line": 2405
-                        },
-                        {
-                            "Function Name": "_run_scheduler_loop",
-                            "Structural Impact": 46.3,
-                            "Lines of Code (LOC)": 163,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1509,
-                            "End Line": 1671
-                        },
-                        {
-                            "Function Name": "_maybe_requeue_stuck_ti",
-                            "Structural Impact": 44.0,
-                            "Lines of Code (LOC)": 76,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 2491,
-                            "End Line": 2566
+                            "Function Name": "blst_sha256_block_data_order",
+                            "Structural Impact": 80.3,
+                            "Lines of Code (LOC)": 1141,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 14,
+                            "Control Flow Ratio": "2.9%",
+                            "Start Line": 269,
+                            "End Line": 1409
                         },
                         {
-                            "Function Name": "_create_dag_runs",
-                            "Structural Impact": 40.9,
-                            "Lines of Code (LOC)": 137,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "64.0%",
-                            "Start Line": 1888,
-                            "End Line": 2024
+                            "Function Name": "blst_sha256_block_data_order_shaext",
+                            "Structural Impact": 22.6,
+                            "Lines of Code (LOC)": 236,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 12,
+                            "Control Flow Ratio": "8.0%",
+                            "Start Line": 33,
+                            "End Line": 268
                         },
                         {
-                            "Function Name": "_executor_to_workloads",
-                            "Structural Impact": 35.5,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 14,
+                            "Function Name": "blst_sha256_bcopy",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 3134,
-                            "End Line": 3173
-                        },
-                        {
-                            "Function Name": "_purge_task_instances_without_heartbeats",
-                            "Structural Impact": 31.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 2891,
-                            "End Line": 2959
-                        },
-                        {
-                            "Function Name": "_activate_referenced_assets",
-                            "Structural Impact": 30.6,
-                            "Lines of Code (LOC)": 93,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 3040,
-                            "End Line": 3132
-                        },
-                        {
-                            "Function Name": "adopt_or_reset_orphaned_tasks",
-                            "Structural Impact": 29.2,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 2718,
-                            "End Line": 2816
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1453,
+                            "End Line": 1482
                         },
                         {
-                            "Function Name": "_start_queued_dagruns",
-                            "Structural Impact": 26.7,
-                            "Lines of Code (LOC)": 83,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2177,
-                            "End Line": 2259
+                            "Function Name": "blst_sha256_emit",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1410,
+                            "End Line": 1452
                         },
                         {
-                            "Function Name": "_enqueue_executor_callbacks",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 68,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 1040,
-                            "End Line": 1107
-                        },
-                        {
-                            "Function Name": "_create_dag_runs_asset_triggered",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 117,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 2033,
-                            "End Line": 2149
-                        },
-                        {
-                            "Function Name": "_do_scheduling",
-                            "Structural Impact": 25.4,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 1673,
-                            "End Line": 1764
-                        },
-                        {
-                            "Function Name": "_enqueue_task_instances_with_queued_state",
-                            "Structural Impact": 22.9,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 932,
-                            "End Line": 987
-                        },
-                        {
-                            "Function Name": "_get_team_names_for_dag_ids",
-                            "Structural Impact": 22.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 342,
-                            "End Line": 386
-                        },
-                        {
-                            "Function Name": "_get_workload_team_name",
-                            "Structural Impact": 21.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 388,
-                            "End Line": 419
-                        },
-                        {
-                            "Function Name": "_ensure_ti_has_dag_version_id",
-                            "Structural Impact": 17.6,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 155,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "_debug_dump",
-                            "Structural Impact": 17.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 447,
-                            "End Line": 472
-                        },
-                        {
-                            "Function Name": "_create_dagruns_for_dags",
-                            "Structural Impact": 17.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1832,
-                            "End Line": 1854
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 261,
-                            "End Line": 308
-                        },
-                        {
-                            "Function Name": "_critical_section_enqueue_task_instances",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 989,
-                            "End Line": 1038
-                        },
-                        {
-                            "Function Name": "_emit_ti_metrics",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 2627,
-                            "End Line": 2671
-                        },
-                        {
-                            "Function Name": "_lock_backfills",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2151,
-                            "End Line": 2175
-                        },
-                        {
-                            "Function Name": "_create_dagruns_for_partitioned_asset_dags",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1766,
-                            "End Line": 1829
-                        },
-                        {
-                            "Function Name": "_execute",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1436,
-                            "End Line": 1481
-                        },
-                        {
-                            "Function Name": "_verify_integrity_if_dag_changed",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2407,
-                            "End Line": 2443
-                        },
-                        {
-                            "Function Name": "_update_dag_run_state_for_paused_dags",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1484,
-                            "End Line": 1507
-                        },
-                        {
-                            "Function Name": "_get_num_times_stuck_in_queued",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2585,
-                            "End Line": 2622
-                        },
-                        {
-                            "Function Name": "_activate_assets_generate_warnings",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 3069,
-                            "End Line": 3100
-                        },
-                        {
-                            "Function Name": "_update_state",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2195,
-                            "End Line": 2211
-                        },
-                        {
-                            "Function Name": "check_trigger_timeouts",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2819,
-                            "End Line": 2841
-                        },
-                        {
-                            "Function Name": "_mark_backfills_complete",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1858,
-                            "End Line": 1886
-                        },
-                        {
-                            "Function Name": "_handle_tasks_stuck_in_queued",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2456,
-                            "End Line": 2479
-                        },
-                        {
-                            "Function Name": "_schedule_all_dag_runs",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2262,
-                            "End Line": 2279
-                        },
-                        {
-                            "Function Name": "_set_exceeds_max_active_runs",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3241,
-                            "End Line": 3256
-                        },
-                        {
-                            "Function Name": "_exit_gracefully",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 421,
-                            "End Line": 433
-                        },
-                        {
-                            "Function Name": "_get_current_dag",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 314,
-                            "End Line": 323
-                        },
-                        {
-                            "Function Name": "_get_sentry_integration",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 943,
-                            "End Line": 958
-                        },
-                        {
-                            "Function Name": "_send_dag_callbacks_to_processor",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2445,
-                            "End Line": 2453
-                        },
-                        {
-                            "Function Name": "_generate_task_instance_heartbeat_timeout_message_details",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2964,
-                            "End Line": 2978
-                        },
-                        {
-                            "Function Name": "_emit_pool_metrics",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 2680,
-                            "End Line": 2715
-                        },
-                        {
-                            "Function Name": "_find_and_purge_task_instances_without_heartbeats",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2844,
-                            "End Line": 2861
-                        },
-                        {
-                            "Function Name": "_reschedule_stuck_task",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2568,
-                            "End Line": 2582
-                        },
-                        {
-                            "Function Name": "_find_task_instances_without_heartbeats",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2863,
-                            "End Line": 2889
-                        },
-                        {
-                            "Function Name": "_generate_warning_message",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3051,
-                            "End Line": 3067
-                        },
-                        {
-                            "Function Name": "load",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 204,
-                            "End Line": 216
-                        },
-                        {
-                            "Function Name": "_emit_running_dags_metric",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2674,
-                            "End Line": 2677
-                        },
-                        {
-                            "Function Name": "register_signals",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 325,
-                            "End Line": 340
-                        },
-                        {
-                            "Function Name": "_process_task_event_logs",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1110,
-                            "End Line": 1112
-                        },
-                        {
-                            "Function Name": "_update_asset_orphanage",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2994,
-                            "End Line": 3025
-                        },
-                        {
-                            "Function Name": "_log_memory_usage",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 435,
-                            "End Line": 445
-                        },
-                        {
-                            "Function Name": "_process_executor_events",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1128,
-                            "End Line": 1134
-                        },
-                        {
-                            "Function Name": "_remove_unreferenced_triggers",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2981,
-                            "End Line": 2991
-                        },
-                        {
-                            "Function Name": "_eager_load_dag_run_for_validation",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 152
-                        },
-                        {
-                            "Function Name": "_get_tis_stuck_in_queued",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2481,
-                            "End Line": 2489
-                        },
-                        {
-                            "Function Name": "_orphan_unreferenced_assets",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3028,
-                            "End Line": 3037
-                        },
-                        {
-                            "Function Name": "_get_current_dr_task_concurrency",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 229,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "heartbeat_callback",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 311,
-                            "End Line": 312
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 199,
-                            "End Line": 202
-                        },
-                        {
-                            "Function Name": "_is_parent_process",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 226
-                        },
-                        {
-                            "Function Name": "_is_metrics_enabled",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1115,
-                            "End Line": 1122
-                        },
-                        {
-                            "Function Name": "_is_tracing_enabled",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "blst_sha256_hcopy",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 35,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1125,
-                            "End Line": 1126
+                            "Start Line": 1483,
+                            "End Line": 1517
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 447,
-                        "Sequential Logic Declarations": 357,
-                        "Function Parameters": 65,
-                        "Function/Method Declarations": 64,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 51,
-                        "Type/Safety Bypasses": 55,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 21,
-                        "Exposed API / Public Exports": 8,
-                        "State Mutations / Variable Reassignments": 80,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 212,
+                        "Function Parameters": 995,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 5,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 110,
-                        "Unit Test Assertions": 5,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 11,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 21,
-                        "Generic Type Abstractions": 99,
-                        "Collection Iterators / Comprehensions": 65,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 11,
-                        "Module Dependencies (Imports)": 84,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 11,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 5,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
@@ -543503,43 +544046,43 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 26,
-                        "Fatal Aborts & Exceptions": 8,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 5,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 209,
-                        "Event Listeners & Subscribers": 46,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2304,
+                        "Structural Tab Indentations": 1259,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 6,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
-                        "Vectorized Math & Tensor Operations": 20,
-                        "Core Var Decl": 526,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 498,
-                        "Design Pascal Case": 23,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 16,
-                        "Design Long Vars": 13,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -543549,7 +544092,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -543563,132 +544106,53 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 78,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 4,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "SchedulerDagBag",
-                        "__future__",
-                        "airflow",
-                        "airflow._shared.logging.types",
-                        "airflow._shared.observability.metrics.dual_stats_manager",
-                        "airflow._shared.observability.metrics.stats",
-                        "airflow._shared.timezones",
-                        "airflow.api_fastapi.execution_api.datamodels.taskinstance",
-                        "airflow.assets.evaluation",
-                        "airflow.callbacks.callback_requests",
-                        "airflow.callbacks.database_callback_sink",
-                        "airflow.configuration",
-                        "airflow.dag_processing.bundles.base",
-                        "airflow.exceptions",
-                        "airflow.executors",
-                        "airflow.executors.base_executor",
-                        "airflow.executors.executor_loader",
-                        "airflow.executors.executor_utils",
-                        "airflow.executors.workloads.types",
-                        "airflow.jobs.base_job_runner",
-                        "airflow.jobs.job",
-                        "airflow.models",
-                        "airflow.models.asset",
-                        "airflow.models.backfill",
-                        "airflow.models.callback",
-                        "airflow.models.dag",
-                        "airflow.models.dag_version",
-                        "airflow.models.dagbag",
-                        "airflow.models.dagbundle",
-                        "airflow.models.dagrun",
-                        "airflow.models.dagwarning",
-                        "airflow.models.pool",
-                        "airflow.models.serialized_dag",
-                        "airflow.models.taskinstance",
-                        "airflow.models.taskinstancekey",
-                        "airflow.models.team",
-                        "airflow.models.trigger",
-                        "airflow.observability.metrics",
-                        "airflow.serialization.definitions.assets",
-                        "airflow.serialization.definitions.dag",
-                        "airflow.serialization.definitions.notset",
-                        "airflow.ti_deps.dependencies_states",
-                        "airflow.timetables.simple",
-                        "airflow.utils.db",
-                        "airflow.utils.event_scheduler",
-                        "airflow.utils.log.logging_mixin",
-                        "airflow.utils.retries",
-                        "airflow.utils.session",
-                        "airflow.utils.sqlalchemy",
-                        "airflow.utils.state",
-                        "airflow.utils.types",
-                        "collections",
-                        "collections.abc",
-                        "contextlib",
-                        "datetime",
-                        "due",
-                        "functools",
-                        "itertools",
-                        "logging",
-                        "multiprocessing",
-                        "operator",
-                        "os",
-                        "pendulum.datetime",
-                        "signal",
-                        "sqlalchemy",
-                        "sqlalchemy.engine",
-                        "sqlalchemy.exc",
-                        "sqlalchemy.orm",
-                        "sqlalchemy.orm.interfaces",
-                        "sqlalchemy.sql",
-                        "sqlalchemy.sql.selectable",
-                        "sys",
-                        "threading",
-                        "time",
-                        "traceback",
-                        "tracemalloc",
-                        "types",
-                        "typing"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
-        "assembly/blst_generated_asm": {
-            "Directory Group Magnitude": 2590.98,
-            "File Count": 13,
+        "shell/darwin-xnu": {
+            "Directory Group Magnitude": 2469.34,
+            "File Count": 17,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "6.68%",
-                "Error & Exception Exposure": "60.59%",
-                "Tech Debt Exposure": "3.05%",
-                "Testing Exposure": "68.06%",
-                "API Exposure": "4.5%",
-                "Concurrency Exposure": "42.62%",
-                "State Flux Exposure": "0.0%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "100.0%",
+                "Cognitive Load Exposure": "66.23%",
+                "Error & Exception Exposure": "92.36%",
+                "Tech Debt Exposure": "73.68%",
+                "Testing Exposure": "34.33%",
+                "API Exposure": "0.05%",
+                "Concurrency Exposure": "1.08%",
+                "State Flux Exposure": "96.46%",
+                "Commented Logic Exposure": "3.94%",
+                "Specification Exposure": "91.76%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "17.71%",
+                "Documentation Exposure": "36.36%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "assembly/blst_generated_asm/add_mod_256-x86_64.s": {
+                "shell/darwin-xnu/MPMMtest_run.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "add_mod_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/add_mod_256-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "MPMMtest_run.sh",
+                        "Path": "shell/darwin-xnu/MPMMtest_run.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4888.75,
-                        "Y": 4.45,
-                        "Z": -7340.32
+                        "X": 1159.5,
+                        "Y": 225.95,
+                        "Z": -6393.35
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -543697,159 +544161,119 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 682,
-                        "Coding LOC": 516,
-                        "Documentation LOC": 50,
-                        "Structural Magnitude": 109.62,
-                        "Control Flow Ratio": "3.9%",
+                        "Total LOC": 65,
+                        "Coding LOC": 46,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 87.82,
+                        "Control Flow Ratio": "88.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.178
+                        "Raw Cognitive Density": 1.804
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.21%",
-                        "Error & Exception Exposure": "68.04%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "98.55%",
+                        "Error & Exception Exposure": "99.96%",
+                        "Tech Debt Exposure": "91.62%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.06%",
-                        "Concurrency Exposure": "77.02%",
-                        "State Flux Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.97%",
+                        "Documentation Exposure": "33.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "lshift_mod_256",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "15.4%",
-                            "Start Line": 174,
-                            "End Line": 233
-                        },
-                        {
-                            "Function Name": "mul_by_3_mod_256",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 80,
-                            "End Line": 131
-                        },
-                        {
-                            "Function Name": "rshift_mod_256",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.6%",
-                            "Start Line": 234,
-                            "End Line": 324
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 21,
+                            "End Line": 33
                         },
                         {
-                            "Function Name": "cneg_mod_256",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 405
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 41,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "sub_n_check_mod_256",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 601,
-                            "End Line": 680
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 35,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "add_n_check_mod_256",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 523,
-                            "End Line": 600
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 55,
+                            "End Line": 59
                         },
                         {
-                            "Function Name": "add_mod_256",
+                            "Function Name": "is_64_bit_env",
                             "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "sub_mod_256",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 406,
-                            "End Line": 476
-                        },
-                        {
-                            "Function Name": "check_mod_256",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 477,
-                            "End Line": 522
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 10,
+                            "End Line": 16
                         },
                         {
-                            "Function Name": "__lshift_mod_256",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 42,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 132,
-                            "End Line": 173
+                            "Start Line": 1,
+                            "End Line": 64
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 122,
-                        "Function Parameters": 270,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 63,
+                        "Sequential Logic Declarations": 8,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 10,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 30,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 15,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 19,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 5,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -543863,18 +544287,18 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 14,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 10,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 5,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 359,
+                        "Structural Tab Indentations": 21,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
@@ -543892,15 +544316,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 11,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -543931,22 +544355,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/add_mod_384-x86_64.s": {
+                "shell/darwin-xnu/generate_combined_symbolsets_plist.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "add_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/add_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_combined_symbolsets_plist.sh",
+                        "Path": "shell/darwin-xnu/generate_combined_symbolsets_plist.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Mixed (10.5% Spaces / 89.5% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4563.95,
-                        "Y": 56.66,
-                        "Z": -7316.11
+                        "X": 2028.81,
+                        "Y": 207.83,
+                        "Z": -7210.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -543955,349 +544379,89 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2215,
-                        "Coding LOC": 1849,
-                        "Documentation LOC": 140,
-                        "Structural Magnitude": 370.98,
-                        "Control Flow Ratio": "5.5%",
+                        "Total LOC": 49,
+                        "Coding LOC": 41,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 19.32,
+                        "Control Flow Ratio": "80.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.108
+                        "Raw Cognitive Density": 0.585
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.11%",
-                        "Error & Exception Exposure": "63.72%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "8.36%",
-                        "Concurrency Exposure": "67.87%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "34.11%",
+                        "Error & Exception Exposure": "76.23%",
+                        "Tech Debt Exposure": "95.2%",
+                        "Testing Exposure": "2.56%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "69.57%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.06%",
+                        "Documentation Exposure": "41.08%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "mul_by_8_mod_384x",
-                            "Structural Impact": 23.7,
-                            "Lines of Code (LOC)": 103,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "15.8%",
-                            "Start Line": 840,
-                            "End Line": 942
-                        },
-                        {
-                            "Function Name": "mul_by_3_mod_384x",
-                            "Structural Impact": 18.2,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "15.4%",
-                            "Start Line": 741,
-                            "End Line": 839
-                        },
-                        {
-                            "Function Name": "mul_by_8_mod_384",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 81,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "13.6%",
-                            "Start Line": 660,
-                            "End Line": 740
-                        },
-                        {
-                            "Function Name": "rshift_mod_384",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 202,
-                            "End Line": 279
-                        },
-                        {
-                            "Function Name": "mul_by_3_mod_384",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 77,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 583,
-                            "End Line": 659
-                        },
-                        {
-                            "Function Name": "lshift_mod_384",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 107,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "3.8%",
-                            "Start Line": 426,
-                            "End Line": 532
-                        },
-                        {
-                            "Function Name": "mul_by_1_plus_i_mod_384x",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 157,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1247,
-                            "End Line": 1403
-                        },
-                        {
-                            "Function Name": "vec_is_equal_16x",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2162,
-                            "End Line": 2213
-                        },
-                        {
-                            "Function Name": "vec_select_288",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 138,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1927,
-                            "End Line": 2064
-                        },
-                        {
-                            "Function Name": "add_mod_384x",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 131,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "sub_mod_384x",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 1178,
-                            "End Line": 1246
-                        },
-                        {
-                            "Function Name": "vec_is_zero_16x",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2120,
-                            "End Line": 2161
-                        },
-                        {
-                            "Function Name": "div_by_2_mod_384",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 79,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.0%",
-                            "Start Line": 347,
-                            "End Line": 425
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mod_384x",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 125,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1460,
-                            "End Line": 1584
-                        },
-                        {
-                            "Function Name": "vec_select_192",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1741,
-                            "End Line": 1842
-                        },
-                        {
-                            "Function Name": "cneg_mod_384",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 113,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 943,
-                            "End Line": 1055
-                        },
-                        {
-                            "Function Name": "vec_select_144",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1843,
-                            "End Line": 1926
-                        },
-                        {
-                            "Function Name": "vec_select_96",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1675,
-                            "End Line": 1740
-                        },
-                        {
-                            "Function Name": "__sub_mod_384",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1114,
-                            "End Line": 1177
-                        },
-                        {
-                            "Function Name": "add_mod_384",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 7,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "sub_mod_384",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 1056,
-                            "End Line": 1113
-                        },
-                        {
-                            "Function Name": "vec_select_48",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1627,
-                            "End Line": 1674
-                        },
-                        {
-                            "Function Name": "__rshift_mod_384",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 280,
-                            "End Line": 346
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mod_384",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1404,
-                            "End Line": 1459
-                        },
-                        {
-                            "Function Name": "vec_select_32",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1585,
-                            "End Line": 1626
-                        },
-                        {
-                            "Function Name": "__add_mod_384_a_is_loaded",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 79,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "vec_prefetch",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2065,
-                            "End Line": 2119
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 22,
+                            "End Line": 35
                         },
                         {
-                            "Function Name": "__lshift_mod_384",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 533,
-                            "End Line": 582
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "__add_mod_384",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 30,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 77
+                            "Start Line": 1,
+                            "End Line": 48
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 29,
-                        "Sequential Logic Declarations": 501,
-                        "Function Parameters": 1417,
-                        "Function/Method Declarations": 29,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 28,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 24,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 46,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 55,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -544311,26 +544475,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 28,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1350,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 17,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544340,15 +544504,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544358,7 +544522,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -544379,22 +544543,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/add_mod_384x384-x86_64.s": {
+                "shell/darwin-xnu/generate_linker_aliases.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "add_mod_384x384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/add_mod_384x384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_linker_aliases.sh",
+                        "Path": "shell/darwin-xnu/generate_linker_aliases.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5277.51,
-                        "Y": -8.05,
-                        "Z": -7351.54
+                        "X": 1195.59,
+                        "Y": 264.26,
+                        "Z": -7672.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -544403,78 +544567,78 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 253,
-                        "Coding LOC": 217,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 27.84,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 16,
+                        "Coding LOC": 10,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 11.7,
+                        "Control Flow Ratio": "55.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 1.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "62.1%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "3.97%",
-                        "Concurrency Exposure": "43.1%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "94.37%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.97%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "66.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.74%",
+                        "Documentation Exposure": "52.76%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "sub_mod_384x384",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 124,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 251
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "add_mod_384x384",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 121,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 127
+                            "Start Line": 1,
+                            "End Line": 15
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 72,
-                        "Function Parameters": 131,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
@@ -544489,26 +544653,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 155,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544518,15 +544682,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544557,22 +544721,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s": {
+                "shell/darwin-xnu/generate_linker_exports.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ct_inverse_mod_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_linker_exports.sh",
+                        "Path": "shell/darwin-xnu/generate_linker_exports.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4322.06,
-                        "Y": 121.9,
-                        "Z": -6674.93
+                        "X": 882.31,
+                        "Y": 256.41,
+                        "Z": -6412.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -544581,128 +544745,78 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1251,
-                        "Coding LOC": 1020,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 309.2,
-                        "Control Flow Ratio": "15.9%",
+                        "Total LOC": 19,
+                        "Coding LOC": 10,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.8,
+                        "Control Flow Ratio": "55.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.15
+                        "Raw Cognitive Density": 1.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.32%",
-                        "Error & Exception Exposure": "57.09%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.94%",
-                        "Concurrency Exposure": "28.68%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "92.96%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.98%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "23.15%",
+                        "Specification Exposure": "66.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.24%",
+                        "Documentation Exposure": "51.25%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_inverse_mod_256",
-                            "Structural Impact": 228.0,
-                            "Lines of Code (LOC)": 644,
-                            "Control Flow Branches": 73,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "22.0%",
-                            "Start Line": 7,
-                            "End Line": 650
-                        },
-                        {
-                            "Function Name": "__smulq_512x63",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 159,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 651,
-                            "End Line": 809
-                        },
-                        {
-                            "Function Name": "__smulq_256_n_shift_by_31",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 139,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 928,
-                            "End Line": 1066
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "__smulq_256x63",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 118,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 810,
-                            "End Line": 927
-                        },
-                        {
-                            "Function Name": "__ab_approximation_31_256",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "7.7%",
-                            "Start Line": 1067,
-                            "End Line": 1130
-                        },
-                        {
-                            "Function Name": "__inner_loop_31_256",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 1131,
-                            "End Line": 1189
-                        },
-                        {
-                            "Function Name": "__inner_loop_62_256",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 1190,
-                            "End Line": 1249
+                            "Start Line": 1,
+                            "End Line": 18
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 76,
-                        "Sequential Logic Declarations": 402,
-                        "Function Parameters": 768,
-                        "Function/Method Declarations": 7,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 7,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 6,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 9,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
@@ -544717,26 +544831,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 7,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 948,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 3,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544746,15 +544860,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544785,22 +544899,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s": {
+                "shell/darwin-xnu/generate_symbolset_plist.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ct_is_square_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_symbolset_plist.sh",
+                        "Path": "shell/darwin-xnu/generate_symbolset_plist.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Mixed (15.4% Spaces / 84.6% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4379.62,
-                        "Y": 48.05,
-                        "Z": -7528.22
+                        "X": 1881.57,
+                        "Y": 219.35,
+                        "Z": -6626.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -544809,109 +544923,99 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 526,
-                        "Coding LOC": 430,
-                        "Documentation LOC": 19,
-                        "Structural Magnitude": 76.9,
-                        "Control Flow Ratio": "6.9%",
+                        "Total LOC": 75,
+                        "Coding LOC": 65,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 30.7,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.074
+                        "Raw Cognitive Density": 0.646
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.28%",
-                        "Error & Exception Exposure": "62.25%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.21%",
-                        "Concurrency Exposure": "36.7%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "39.76%",
+                        "Error & Exception Exposure": "89.06%",
+                        "Tech Debt Exposure": "72.34%",
+                        "Testing Exposure": "2.54%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "83.09%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.52%",
+                        "Documentation Exposure": "30.5%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_is_square_mod_384",
-                            "Structural Impact": 25.2,
-                            "Lines of Code (LOC)": 133,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "12.8%",
-                            "Start Line": 7,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "__smulq_384_n_shift_by_30",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 183,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 140,
-                            "End Line": 322
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "__ab_approximation_30",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "6.7%",
-                            "Start Line": 323,
-                            "End Line": 397
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 12,
+                            "End Line": 15
                         },
                         {
-                            "Function Name": "__inner_loop_30",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "8.3%",
-                            "Start Line": 398,
-                            "End Line": 469
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 18,
+                            "End Line": 21
                         },
                         {
-                            "Function Name": "__inner_loop_48",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 470,
-                            "End Line": 524
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 74
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 9,
-                        "Sequential Logic Declarations": 122,
-                        "Function Parameters": 240,
-                        "Function/Method Declarations": 5,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 5,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 10,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 79,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 2,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -544925,26 +545029,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 24,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 4,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 368,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 33,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 3,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544954,15 +545058,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544972,7 +545076,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -544993,22 +545097,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s": {
+                "shell/darwin-xnu/ios_trace_ipc.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ctq_inverse_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "ios_trace_ipc.sh",
+                        "Path": "shell/darwin-xnu/ios_trace_ipc.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5111.51,
-                        "Y": -0.05,
-                        "Z": -7026.99
+                        "X": 1602.26,
+                        "Y": 249.49,
+                        "Z": -7446.05
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545017,119 +545121,79 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1319,
-                        "Coding LOC": 1110,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 266.1,
-                        "Control Flow Ratio": "11.5%",
+                        "Total LOC": 25,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 25.28,
+                        "Control Flow Ratio": "85.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.104
+                        "Raw Cognitive Density": 3.697
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.02%",
-                        "Error & Exception Exposure": "55.75%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.93%",
-                        "Concurrency Exposure": "23.56%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "94.59%",
+                        "Tech Debt Exposure": "99.99%",
+                        "Testing Exposure": "2.68%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.01%",
+                        "Documentation Exposure": "61.36%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_inverse_mod_384",
-                            "Structural Impact": 182.8,
-                            "Lines of Code (LOC)": 587,
-                            "Control Flow Branches": 57,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "19.1%",
-                            "Start Line": 8,
-                            "End Line": 594
-                        },
-                        {
-                            "Function Name": "__smulq_768x63",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 228,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 595,
-                            "End Line": 822
-                        },
-                        {
-                            "Function Name": "__smulq_384_n_shift_by_62",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 192,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 990,
-                            "End Line": 1181
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 16,
+                            "End Line": 20
                         },
                         {
-                            "Function Name": "__smulq_384x63",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 167,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 823,
-                            "End Line": 989
-                        },
-                        {
-                            "Function Name": "__inner_loop_62",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "9.1%",
-                            "Start Line": 1249,
-                            "End Line": 1317
-                        },
-                        {
-                            "Function Name": "__ab_approximation_62",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "5.9%",
-                            "Start Line": 1182,
-                            "End Line": 1248
+                            "Start Line": 1,
+                            "End Line": 24
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 59,
-                        "Sequential Logic Declarations": 454,
-                        "Function Parameters": 874,
-                        "Function/Method Declarations": 6,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 15,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 9,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -545137,16 +545201,16 @@
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 1,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
@@ -545154,16 +545218,16 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1043,
+                        "Structural Tab Indentations": 3,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -545172,15 +545236,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 7,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 5,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -545211,22 +545275,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s": {
+                "shell/darwin-xnu/iosspeedtracer.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ctx_inverse_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "iosspeedtracer.sh",
+                        "Path": "shell/darwin-xnu/iosspeedtracer.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Mixed (75.0% Spaces / 25.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4859.54,
-                        "Y": 100.67,
-                        "Z": -6800.54
+                        "X": 1526.71,
+                        "Y": 168.24,
+                        "Z": -6165.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545235,149 +545299,79 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1717,
-                        "Coding LOC": 1407,
-                        "Documentation LOC": 30,
-                        "Structural Magnitude": 451.34,
-                        "Control Flow Ratio": "17.3%",
+                        "Total LOC": 21,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 24.32,
+                        "Control Flow Ratio": "91.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.154
+                        "Raw Cognitive Density": 3.125
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.45%",
-                        "Error & Exception Exposure": "55.81%",
-                        "Tech Debt Exposure": "8.79%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.86%",
-                        "Concurrency Exposure": "26.09%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "99.99%",
+                        "Error & Exception Exposure": "99.59%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.98%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.29%",
+                        "Documentation Exposure": "67.32%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_inverse_mod_384$1",
-                            "Structural Impact": 348.0,
-                            "Lines of Code (LOC)": 927,
-                            "Control Flow Branches": 113,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "22.1%",
-                            "Start Line": 12,
-                            "End Line": 938
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 10,
+                            "End Line": 20
                         },
                         {
-                            "Function Name": "__smulx_768x63",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 182,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 939,
-                            "End Line": 1120
-                        },
-                        {
-                            "Function Name": "__smulx_384_n_shift_by_31",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 160,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1256,
-                            "End Line": 1415
-                        },
-                        {
-                            "Function Name": "__smulx_384x63",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 135,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1121,
-                            "End Line": 1255
-                        },
-                        {
-                            "Function Name": "__ab_approximation_31",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "5.3%",
-                            "Start Line": 1518,
-                            "End Line": 1598
-                        },
-                        {
-                            "Function Name": "__smulx_191_n_shift_by_31",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1416,
-                            "End Line": 1517
-                        },
-                        {
-                            "Function Name": "__inner_loop_31",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 1599,
-                            "End Line": 1657
-                        },
-                        {
-                            "Function Name": "__tail_loop_55",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 1658,
-                            "End Line": 1715
-                        },
-                        {
-                            "Function Name": "ctx_inverse_mod_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
+                            "Start Line": 1,
+                            "End Line": 20
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 116,
-                        "Sequential Logic Declarations": 554,
-                        "Function Parameters": 1080,
-                        "Function/Method Declarations": 9,
+                        "Control Flow Branches": 11,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 8,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 8,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 9,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 10,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 10,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 5,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -545391,26 +545385,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 8,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1328,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 2,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -545420,12 +545414,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -545438,7 +545432,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -545459,22 +545453,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/div3w-x86_64.s": {
+                "shell/darwin-xnu/list_supported.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "div3w-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/div3w-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
+                        "Filename": "list_supported.sh",
+                        "Path": "shell/darwin-xnu/list_supported.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2008 Apple Inc. All rights reserved",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4468.88,
-                        "Y": 187.15,
-                        "Z": -6211.93
+                        "X": 1057.59,
+                        "Y": 287.14,
+                        "Z": -7506.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545483,81 +545477,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 168,
-                        "Coding LOC": 111,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 34.42,
-                        "Control Flow Ratio": "11.5%",
+                        "Total LOC": 57,
+                        "Coding LOC": 27,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 32.34,
+                        "Control Flow Ratio": "68.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.234
+                        "Raw Cognitive Density": 5.13
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.27%",
-                        "Error & Exception Exposure": "76.28%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.46%",
-                        "API Exposure": "5.4%",
-                        "Concurrency Exposure": "87.32%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "94.14%",
+                        "Tech Debt Exposure": "99.71%",
+                        "Testing Exposure": "2.92%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.95%",
+                        "Documentation Exposure": "28.8%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "div_3_limbs",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 7,
-                            "End Line": 62
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 45,
+                            "End Line": 56
                         },
                         {
-                            "Function Name": "quot_rem_128",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 63,
-                            "End Line": 126
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 36,
+                            "End Line": 42
                         },
                         {
-                            "Function Name": "quot_rem_64",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 166
+                            "Start Line": 1,
+                            "End Line": 56
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 75,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 3,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 10,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -545565,9 +545559,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 20,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -545579,26 +545573,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 7,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 80,
+                        "Structural Tab Indentations": 12,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 4,
+                        "Regex Execution": 4,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -545608,15 +545602,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -545626,7 +545620,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -545647,22 +545641,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/mulq_mont_256-x86_64.s": {
+                "shell/darwin-xnu/mach_install_mig.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mulq_mont_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/mulq_mont_256-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "mach_install_mig.sh",
+                        "Path": "shell/darwin-xnu/mach_install_mig.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Indentation Style": "Mixed (10.0% Spaces / 90.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4072.13,
-                        "Y": 196.82,
-                        "Z": -6677.1
+                        "X": 1771.1,
+                        "Y": 272.25,
+                        "Z": -7277.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545671,121 +545665,161 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 782,
-                        "Coding LOC": 641,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 93.62,
-                        "Control Flow Ratio": "4.7%",
+                        "Total LOC": 183,
+                        "Coding LOC": 118,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 140.66,
+                        "Control Flow Ratio": "74.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.048
+                        "Raw Cognitive Density": 1.513
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.7%",
-                        "Error & Exception Exposure": "59.75%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "95.48%",
+                        "Error & Exception Exposure": "100.0%",
+                        "Tech Debt Exposure": "35.59%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.83%",
-                        "Concurrency Exposure": "29.33%",
-                        "State Flux Exposure": "0.0%",
+                        "API Exposure": "0.89%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.57%",
+                        "Documentation Exposure": "17.47%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__mulq_mont_sparse_256",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 292,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 449
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 134,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "21.4%",
+                            "Start Line": 1,
+                            "End Line": 183
                         },
                         {
-                            "Function Name": "sqr_mont_sparse_256",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 84,
-                            "End Line": 157
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 164,
+                            "End Line": 170
                         },
                         {
-                            "Function Name": "redc_mont_256",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "11.8%",
-                            "Start Line": 537,
-                            "End Line": 626
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 152,
+                            "End Line": 160
                         },
                         {
-                            "Function Name": "mul_mont_sparse_256",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 76,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 8,
-                            "End Line": 83
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 65,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "from_mont_256",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 450,
-                            "End Line": 536
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 91,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "__mulq_by_1_mont_256",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 154,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 627,
-                            "End Line": 780
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 128,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 134,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 140,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 179,
+                            "End Line": 182
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 52,
+                            "End Line": 62
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 164,
-                        "Function Parameters": 267,
-                        "Function/Method Declarations": 6,
+                        "Control Flow Branches": 40,
+                        "Sequential Logic Declarations": 14,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 81,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 78,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 9,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -545797,26 +545831,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 7,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 510,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 54,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -545826,15 +545860,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 32,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 32,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -545844,7 +545878,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -545865,22 +545899,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/mulx_mont_256-x86_64.s": {
+                "shell/darwin-xnu/make_posix_availability.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mulx_mont_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/mulx_mont_256-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "make_posix_availability.sh",
+                        "Path": "shell/darwin-xnu/make_posix_availability.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5190.67,
-                        "Y": 53.47,
-                        "Z": -6711.81
+                        "X": 715.84,
+                        "Y": 233.98,
+                        "Z": -6512.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545889,151 +545923,91 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 691,
-                        "Coding LOC": 554,
-                        "Documentation LOC": 26,
-                        "Structural Magnitude": 83.08,
-                        "Control Flow Ratio": "3.5%",
+                        "Total LOC": 83,
+                        "Coding LOC": 48,
+                        "Documentation LOC": 25,
+                        "Structural Magnitude": 27.96,
+                        "Control Flow Ratio": "86.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.065
+                        "Raw Cognitive Density": 1.042
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.07%",
-                        "Error & Exception Exposure": "61.18%",
-                        "Tech Debt Exposure": "17.47%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "4.92%",
-                        "Concurrency Exposure": "41.18%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Cognitive Load Exposure": "76.25%",
+                        "Error & Exception Exposure": "77.86%",
+                        "Tech Debt Exposure": "89.91%",
+                        "Testing Exposure": "2.62%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "94.78%",
+                        "Commented Logic Exposure": "12.83%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.29%",
+                        "Documentation Exposure": "21.39%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__mulx_mont_sparse_256",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 209,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 153,
-                            "End Line": 361
-                        },
-                        {
-                            "Function Name": "__mulx_by_1_mont_256",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 157,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 533,
-                            "End Line": 689
-                        },
-                        {
-                            "Function Name": "sqr_mont_sparse_256$1",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "7.1%",
-                            "Start Line": 86,
-                            "End Line": 152
-                        },
-                        {
-                            "Function Name": "redc_mont_256$1",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "6.2%",
-                            "Start Line": 451,
-                            "End Line": 532
-                        },
-                        {
-                            "Function Name": "mul_mont_sparse_256$1",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "7.7%",
-                            "Start Line": 12,
-                            "End Line": 80
-                        },
-                        {
-                            "Function Name": "from_mont_256$1",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 79,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "6.7%",
-                            "Start Line": 367,
-                            "End Line": 445
-                        },
-                        {
-                            "Function Name": "mulx_mont_sparse_256",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 38,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "sqrx_mont_sparse_256",
-                            "Structural Impact": 1.1,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 83
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 30,
+                            "End Line": 32
                         },
                         {
-                            "Function Name": "fromx_mont_256",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 31,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 362,
-                            "End Line": 364
+                            "Start Line": 1,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "redcx_mont_256",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "usage",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 446,
-                            "End Line": 448
+                            "Start Line": 25,
+                            "End Line": 28
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 109,
-                        "Function Parameters": 220,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 13,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 8,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 6,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 9,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -546041,9 +546015,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 4,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -546055,19 +546029,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 420,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 9,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -546084,15 +546058,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -546102,7 +546076,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -546123,22 +546097,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/mulx_mont_384-x86_64.s": {
+                "shell/darwin-xnu/make_symbol_aliasing.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mulx_mont_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/mulx_mont_384-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "make_symbol_aliasing.sh",
+                        "Path": "shell/darwin-xnu/make_symbol_aliasing.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Indentation Style": "Mixed (82.9% Spaces / 17.1% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4670.76,
-                        "Y": 123.45,
-                        "Z": -6894.6
+                        "X": 854.89,
+                        "Y": 245.54,
+                        "Z": -6914.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -546147,451 +546121,101 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3247,
-                        "Coding LOC": 2572,
-                        "Documentation LOC": 120,
-                        "Structural Magnitude": 454.14,
-                        "Control Flow Ratio": "7.2%",
+                        "Total LOC": 125,
+                        "Coding LOC": 87,
+                        "Documentation LOC": 26,
+                        "Structural Magnitude": 145.74,
+                        "Control Flow Ratio": "88.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.102
+                        "Raw Cognitive Density": 2.514
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.98%",
-                        "Error & Exception Exposure": "58.68%",
-                        "Tech Debt Exposure": "13.38%",
+                        "Cognitive Load Exposure": "99.91%",
+                        "Error & Exception Exposure": "96.71%",
+                        "Tech Debt Exposure": "52.15%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.86%",
-                        "Concurrency Exposure": "46.2%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "17.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.92%",
+                        "Documentation Exposure": "54.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "mul_mont_384x$1",
-                            "Structural Impact": 38.5,
-                            "Lines of Code (LOC)": 133,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 220,
-                            "End Line": 352
-                        },
-                        {
-                            "Function Name": "mul_382x$1",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 148,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "13.3%",
-                            "Start Line": 505,
-                            "End Line": 652
-                        },
-                        {
-                            "Function Name": "__mulx_mont_384",
-                            "Structural Impact": 20.6,
-                            "Lines of Code (LOC)": 412,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1984,
-                            "End Line": 2395
-                        },
-                        {
-                            "Function Name": "sqr_mont_384x$1",
-                            "Structural Impact": 20.3,
-                            "Lines of Code (LOC)": 142,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "9.5%",
-                            "Start Line": 358,
-                            "End Line": 499
-                        },
-                        {
-                            "Function Name": "__mulx_mont_383_nonred",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 373,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2665,
-                            "End Line": 3037
-                        },
-                        {
-                            "Function Name": "sqr_mont_382x$1",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 203,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "2.7%",
-                            "Start Line": 3043,
-                            "End Line": 3245
-                        },
-                        {
-                            "Function Name": "sqr_382x$1",
-                            "Structural Impact": 17.7,
-                            "Lines of Code (LOC)": 143,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.7%",
-                            "Start Line": 658,
-                            "End Line": 800
-                        },
-                        {
-                            "Function Name": "sqr_n_mul_mont_384$1",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 2480,
-                            "End Line": 2571
-                        },
-                        {
-                            "Function Name": "sqr_n_mul_mont_383$1",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 88,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 2577,
-                            "End Line": 2664
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mont_384x$1",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 134,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 1775,
-                            "End Line": 1908
-                        },
-                        {
-                            "Function Name": "__mulx_384",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 185,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 862,
-                            "End Line": 1046
-                        },
-                        {
-                            "Function Name": "__mulx_by_1_mont_384",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 199,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1422,
-                            "End Line": 1620
-                        },
-                        {
-                            "Function Name": "__sqrx_384",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 153,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1108,
-                            "End Line": 1260
-                        },
-                        {
-                            "Function Name": "from_mont_384$1",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.0%",
-                            "Start Line": 1335,
-                            "End Line": 1421
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mont_384$1",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 1685,
-                            "End Line": 1769
-                        },
-                        {
-                            "Function Name": "sqr_mont_384$1",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "6.2%",
-                            "Start Line": 2401,
-                            "End Line": 2474
-                        },
-                        {
-                            "Function Name": "mul_mont_384$1",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.9%",
-                            "Start Line": 1914,
-                            "End Line": 1983
-                        },
-                        {
-                            "Function Name": "redc_mont_384$1",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 1266,
-                            "End Line": 1329
-                        },
-                        {
-                            "Function Name": "__subx_mod_384x384",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 77,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "sqr_384$1",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 1052,
-                            "End Line": 1107
-                        },
-                        {
-                            "Function Name": "__addx_mod_384",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 88,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "mul_384$1",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 806,
-                            "End Line": 861
-                        },
-                        {
-                            "Function Name": "__redx_tail_mont_384",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1621,
-                            "End Line": 1679
-                        },
-                        {
-                            "Function Name": "__subx_mod_384_a_is_loaded",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 165,
-                            "End Line": 214
-                        },
-                        {
-                            "Function Name": "__subx_mod_384",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 76.0,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 35,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 151,
-                            "End Line": 163
-                        },
-                        {
-                            "Function Name": "mulx_mont_384x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 215,
-                            "End Line": 217
-                        },
-                        {
-                            "Function Name": "sqrx_mont_384x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 353,
-                            "End Line": 355
-                        },
-                        {
-                            "Function Name": "mulx_382x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 500,
-                            "End Line": 502
-                        },
-                        {
-                            "Function Name": "sqrx_382x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 655
-                        },
-                        {
-                            "Function Name": "mulx_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 801,
-                            "End Line": 803
-                        },
-                        {
-                            "Function Name": "sqrx_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1047,
-                            "End Line": 1049
-                        },
-                        {
-                            "Function Name": "redcx_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1261,
-                            "End Line": 1263
-                        },
-                        {
-                            "Function Name": "fromx_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1330,
-                            "End Line": 1332
-                        },
-                        {
-                            "Function Name": "sgn0x_pty_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1680,
-                            "End Line": 1682
-                        },
-                        {
-                            "Function Name": "sgn0x_pty_mont_384x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1770,
-                            "End Line": 1772
-                        },
-                        {
-                            "Function Name": "mulx_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1909,
-                            "End Line": 1911
+                            "Control Flow Ratio": "92.1%",
+                            "Start Line": 44,
+                            "End Line": 123
                         },
                         {
-                            "Function Name": "sqrx_mont_384",
-                            "Structural Impact": 1.1,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2396,
-                            "End Line": 2398
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 30,
+                            "End Line": 32
                         },
                         {
-                            "Function Name": "sqrx_n_mul_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2475,
-                            "End Line": 2477
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 39,
+                            "End Line": 42
                         },
                         {
-                            "Function Name": "sqrx_n_mul_mont_383",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 33,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2572,
-                            "End Line": 2574
+                            "Start Line": 1,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "sqrx_mont_382x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "usage",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3038,
-                            "End Line": 3040
+                            "Start Line": 25,
+                            "End Line": 28
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 43,
-                        "Sequential Logic Declarations": 551,
-                        "Function Parameters": 1610,
-                        "Function/Method Declarations": 40,
+                        "Control Flow Branches": 45,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 24,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 15,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 7,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 51,
+                        "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 47,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -546599,9 +546223,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 21,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -546613,19 +546237,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 24,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 24,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2073,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 7,
+                        "Structural Space Indentations": 34,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -546642,15 +546266,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 17,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 14,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 3,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -546660,7 +546284,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -546681,22 +546305,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/sha256-portable-x86_64.s": {
+                "shell/darwin-xnu/makesyscalls.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "sha256-portable-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/sha256-portable-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "makesyscalls.sh",
+                        "Path": "shell/darwin-xnu/makesyscalls.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2004-2008 Apple Inc. All rights reserved",
+                        "Indentation Style": "Mixed (3.0% Spaces / 97.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4822.3,
-                        "Y": 93.56,
-                        "Z": -6397.21
+                        "X": 1000.59,
+                        "Y": 203.57,
+                        "Z": -6727.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -546705,101 +546329,171 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1794,
-                        "Coding LOC": 1431,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 151.12,
-                        "Control Flow Ratio": "1.8%",
+                        "Total LOC": 827,
+                        "Coding LOC": 731,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 557.22,
+                        "Control Flow Ratio": "90.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.016
+                        "Raw Cognitive Density": 0.568
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.04%",
-                        "Error & Exception Exposure": "53.25%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "32.54%",
+                        "Error & Exception Exposure": "91.21%",
+                        "Tech Debt Exposure": "10.05%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.3%",
-                        "Concurrency Exposure": "20.1%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "18.33%",
+                        "State Flux Exposure": "92.77%",
+                        "Commented Logic Exposure": "7.14%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.28%",
+                        "Documentation Exposure": "16.1%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "blst_sha256_block_data_order",
-                            "Structural Impact": 100.2,
-                            "Lines of Code (LOC)": 1686,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 379.8,
+                            "Lines of Code (LOC)": 755,
+                            "Control Flow Branches": 170,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "90.4%",
+                            "Start Line": 1,
+                            "End Line": 826
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 14.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 83,
+                            "End Line": 116
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 819,
+                            "End Line": 825
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "1.6%",
-                            "Start Line": 7,
-                            "End Line": 1692
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 118,
+                            "End Line": 120
                         },
                         {
-                            "Function Name": "blst_sha256_bcopy",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1733,
-                            "End Line": 1759
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 792,
+                            "End Line": 795
                         },
                         {
-                            "Function Name": "blst_sha256_emit",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1693,
-                            "End Line": 1732
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 797,
+                            "End Line": 799
                         },
                         {
-                            "Function Name": "blst_sha256_hcopy",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1760,
-                            "End Line": 1792
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 801,
+                            "End Line": 803
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 805,
+                            "End Line": 807
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 809,
+                            "End Line": 811
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 813,
+                            "End Line": 817
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 73,
+                            "End Line": 78
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 321,
-                        "Function Parameters": 637,
+                        "Control Flow Branches": 227,
+                        "Sequential Logic Declarations": 25,
+                        "Function Parameters": 20,
                         "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 4,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 99,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 331,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 85,
+                        "Commented-out Code (Dead Logic)": 4,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 1,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -546811,26 +546505,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 188,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 10,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1351,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 616,
+                        "Structural Space Indentations": 19,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -546840,15 +546534,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 160,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 155,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -546858,7 +546552,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -546872,29 +546566,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$1"
+                    ]
                 },
-                "assembly/blst_generated_asm/sha256-x86_64.s": {
+                "shell/darwin-xnu/persona_test_run_src.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "sha256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/sha256-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "persona_test_run_src.sh",
+                        "Path": "shell/darwin-xnu/persona_test_run_src.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4191.22,
-                        "Y": 86.28,
-                        "Z": -7180.68
+                        "X": 1350.77,
+                        "Y": 210.13,
+                        "Z": -6903.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -546903,142 +546599,272 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1519,
-                        "Coding LOC": 1446,
-                        "Documentation LOC": 31,
-                        "Structural Magnitude": 162.62,
-                        "Control Flow Ratio": "3.6%",
+                        "Total LOC": 576,
+                        "Coding LOC": 387,
+                        "Documentation LOC": 115,
+                        "Structural Magnitude": 904.84,
+                        "Control Flow Ratio": "77.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.032
+                        "Raw Cognitive Density": 2.464
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.35%",
-                        "Error & Exception Exposure": "53.83%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "99.89%",
+                        "Error & Exception Exposure": "99.99%",
+                        "Tech Debt Exposure": "19.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.89%",
-                        "Concurrency Exposure": "26.86%",
-                        "State Flux Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.33%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "blst_sha256_block_data_order",
-                            "Structural Impact": 80.3,
-                            "Lines of Code (LOC)": 1141,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 14,
-                            "Control Flow Ratio": "2.9%",
-                            "Start Line": 269,
-                            "End Line": 1409
+                            "Function Name": "create_persona",
+                            "Structural Impact": 210.4,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 77,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "88.5%",
+                            "Start Line": 347,
+                            "End Line": 426
                         },
                         {
-                            "Function Name": "blst_sha256_block_data_order_shaext",
-                            "Structural Impact": 22.6,
-                            "Lines of Code (LOC)": 236,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 12,
-                            "Control Flow Ratio": "8.0%",
-                            "Start Line": 33,
-                            "End Line": 268
+                            "Function Name": "validate_child_info",
+                            "Structural Impact": 110.9,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 217,
+                            "End Line": 264
                         },
                         {
-                            "Function Name": "blst_sha256_bcopy",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1453,
-                            "End Line": 1482
+                            "Function Name": "get_persona_info",
+                            "Structural Impact": 103.5,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 49,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "67.1%",
+                            "Start Line": 140,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "blst_sha256_emit",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 0,
+                            "Function Name": "spawn_child",
+                            "Structural Impact": 103.2,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 40,
                             "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1410,
-                            "End Line": 1452
+                            "Control Flow Ratio": "81.6%",
+                            "Start Line": 273,
+                            "End Line": 327
                         },
                         {
-                            "Function Name": "blst_sha256_hcopy",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 35,
+                            "Function Name": "test_num",
+                            "Structural Impact": 36.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 109,
+                            "End Line": 125
+                        },
+                        {
+                            "Function Name": "check_return",
+                            "Structural Impact": 19.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 69,
+                            "End Line": 82
+                        },
+                        {
+                            "Function Name": "expect_failure",
+                            "Structural Impact": 19.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 90,
+                            "End Line": 103
+                        },
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 17.5,
+                            "Lines of Code (LOC)": 221,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1,
+                            "End Line": 575
+                        },
+                        {
+                            "Function Name": "destroy_persona",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 432,
+                            "End Line": 442
+                        },
+                        {
+                            "Function Name": "bail",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 54,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 27,
+                            "End Line": 30
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 31,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "check_for_persona_support",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 36,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 22,
+                            "End Line": 25
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 516,
+                            "End Line": 518
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 535,
+                            "End Line": 537
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 543,
+                            "End Line": 545
+                        },
+                        {
+                            "Function Name": "get_created_id",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 5,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1483,
-                            "End Line": 1517
+                            "Start Line": 334,
+                            "End Line": 339
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 212,
-                        "Function Parameters": 995,
-                        "Function/Method Declarations": 5,
+                        "Control Flow Branches": 305,
+                        "Sequential Logic Declarations": 88,
+                        "Function Parameters": 32,
+                        "Function/Method Declarations": 11,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 5,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 31,
+                        "Type/Safety Bypasses": 225,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 61,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 201,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 11,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 5,
+                        "Metaprogramming & Reflection": 93,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 1,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 16,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 47,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1259,
+                        "Structural Tab Indentations": 267,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 10,
+                        "Regex Execution": 20,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547048,15 +546874,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 106,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 62,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 18,
+                        "Design Short Vars": 9,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -547066,7 +546892,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -547086,47 +546912,23 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "shell/darwin-xnu": {
-            "Directory Group Magnitude": 2469.34,
-            "File Count": 17,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "66.23%",
-                "Error & Exception Exposure": "92.36%",
-                "Tech Debt Exposure": "73.68%",
-                "Testing Exposure": "34.33%",
-                "API Exposure": "0.05%",
-                "Concurrency Exposure": "1.08%",
-                "State Flux Exposure": "96.46%",
-                "Commented Logic Exposure": "3.94%",
-                "Specification Exposure": "91.76%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "36.36%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "shell/darwin-xnu/MPMMtest_run.sh": {
+                },
+                "shell/darwin-xnu/setup.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "MPMMtest_run.sh",
-                        "Path": "shell/darwin-xnu/MPMMtest_run.sh",
+                        "Filename": "setup.sh",
+                        "Path": "shell/darwin-xnu/setup.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1159.5,
-                        "Y": 225.95,
-                        "Z": -6393.35
+                        "X": 1952.48,
+                        "Y": 177.61,
+                        "Z": -6262.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547135,119 +546937,69 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 65,
-                        "Coding LOC": 46,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 87.82,
-                        "Control Flow Ratio": "88.7%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 7,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 2.38,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.804
+                        "Raw Cognitive Density": 2.5
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.55%",
-                        "Error & Exception Exposure": "99.96%",
-                        "Tech Debt Exposure": "91.62%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "93.25%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "0.67%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.96%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "26.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "33.97%",
+                        "Documentation Exposure": "23.93%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 21,
-                            "End Line": 33
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 41,
-                            "End Line": 53
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 35,
-                            "End Line": 39
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 55,
-                            "End Line": 59
-                        },
-                        {
-                            "Function Name": "is_64_bit_env",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 10,
-                            "End Line": 16
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 21,
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 64
+                            "End Line": 6
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 63,
-                        "Sequential Logic Declarations": 8,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 6,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 30,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
+                        "I/O and Network Boundaries": 8,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
+                        "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
+                        "Metaprogramming & Reflection": 4,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -547261,26 +547013,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 14,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 5,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 21,
+                        "Structural Tab Indentations": 0,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547290,12 +547042,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 4,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -547323,28 +547075,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/generate_combined_symbolsets_plist.sh": {
+                "shell/darwin-xnu/validate_blacklist.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_combined_symbolsets_plist.sh",
-                        "Path": "shell/darwin-xnu/generate_combined_symbolsets_plist.sh",
+                        "Filename": "validate_blacklist.sh",
+                        "Path": "shell/darwin-xnu/validate_blacklist.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (10.5% Spaces / 89.5% Tabs)",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2028.81,
-                        "Y": 207.83,
-                        "Z": -7210.43
+                        "X": 742.1,
+                        "Y": 294.77,
+                        "Z": -7442.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547353,77 +547105,67 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 49,
-                        "Coding LOC": 41,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 19.32,
-                        "Control Flow Ratio": "80.0%",
+                        "Total LOC": 29,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 24.18,
+                        "Control Flow Ratio": "88.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.585
+                        "Raw Cognitive Density": 1.697
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "34.11%",
-                        "Error & Exception Exposure": "76.23%",
-                        "Tech Debt Exposure": "95.2%",
-                        "Testing Exposure": "2.56%",
+                        "Cognitive Load Exposure": "97.79%",
+                        "Error & Exception Exposure": "98.62%",
+                        "Tech Debt Exposure": "99.99%",
+                        "Testing Exposure": "2.76%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "69.57%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "41.08%",
+                        "Documentation Exposure": "61.36%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 22,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 21,
+                            "End Line": 26
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 30,
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 48
+                            "End Line": 28
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 3,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 1,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 46,
+                        "I/O and Network Boundaries": 1,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
+                        "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -547434,7 +547176,7 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
@@ -547449,19 +547191,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 17,
-                        "Structural Space Indentations": 2,
+                        "Structural Tab Indentations": 11,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -547478,9 +547220,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 3,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
                         "Design Short Vars": 0,
@@ -547496,7 +547238,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -547517,22 +547259,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/generate_linker_aliases.sh": {
+                "shell/darwin-xnu/vnode_if.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_linker_aliases.sh",
-                        "Path": "shell/darwin-xnu/generate_linker_aliases.sh",
-                        "Language": "Shell",
+                        "Filename": "vnode_if.sh",
+                        "Path": "shell/darwin-xnu/vnode_if.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1195.59,
-                        "Y": 264.26,
-                        "Z": -7672.82
+                        "X": 1566.78,
+                        "Y": 200.61,
+                        "Z": -6733.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547541,33 +547283,53 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 16,
-                        "Coding LOC": 10,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 11.7,
-                        "Control Flow Ratio": "55.6%",
+                        "Total LOC": 386,
+                        "Coding LOC": 309,
+                        "Documentation LOC": 48,
+                        "Structural Magnitude": 152.48,
+                        "Control Flow Ratio": "66.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.3
+                        "Raw Cognitive Density": 0.621
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "94.37%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.97%",
+                        "Cognitive Load Exposure": "36.69%",
+                        "Error & Exception Exposure": "84.72%",
+                        "Tech Debt Exposure": "68.5%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.66%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "66.67%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.76%",
+                        "Documentation Exposure": "19.18%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 72.4,
+                            "Lines of Code (LOC)": 368,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.4%",
+                            "Start Line": 1,
+                            "End Line": 385
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 87,
+                            "End Line": 99
+                        },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 6.2,
@@ -547575,35 +547337,25 @@
                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 15
+                            "Start Line": 66,
+                            "End Line": 69
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 37,
+                        "Sequential Logic Declarations": 19,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 10,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 19,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
+                        "I/O and Network Boundaries": 43,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
+                        "State Mutations / Variable Reassignments": 60,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -547612,12 +547364,12 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 6,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -547627,26 +547379,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 55,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Tab Indentations": 157,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 11,
+                        "Regex Execution": 11,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547656,9 +547408,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 27,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 26,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
                         "Design Short Vars": 0,
@@ -547688,29 +547440,33 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "and",
+                        "code",
+                        "file."
+                    ]
                 },
-                "shell/darwin-xnu/generate_linker_exports.sh": {
+                "shell/darwin-xnu/xcrun_cache.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_linker_exports.sh",
-                        "Path": "shell/darwin-xnu/generate_linker_exports.sh",
+                        "Filename": "xcrun_cache.sh",
+                        "Path": "shell/darwin-xnu/xcrun_cache.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Mixed (18.3% Spaces / 81.7% Tabs)",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 882.31,
-                        "Y": 256.41,
-                        "Z": -6412.95
+                        "X": 1356.16,
+                        "Y": 252.59,
+                        "Z": -7436.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547719,67 +547475,107 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 19,
-                        "Coding LOC": 10,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 11.8,
-                        "Control Flow Ratio": "55.6%",
+                        "Total LOC": 277,
+                        "Coding LOC": 225,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 270.6,
+                        "Control Flow Ratio": "75.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.3
+                        "Raw Cognitive Density": 3.983
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "92.96%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.98%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "86.94%",
+                        "Tech Debt Exposure": "18.24%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "23.15%",
-                        "Specification Exposure": "66.67%",
+                        "Commented Logic Exposure": "6.45%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "51.25%",
+                        "Documentation Exposure": "25.45%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 89.4,
+                            "Lines of Code (LOC)": 148,
+                            "Control Flow Branches": 81,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
+                            "Control Flow Ratio": "71.1%",
+                            "Start Line": 85,
+                            "End Line": 232
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 254,
+                            "End Line": 276
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 26,
+                            "End Line": 71
+                        },
+                        {
+                            "Function Name": "CreateFile",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 73,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 238,
+                            "End Line": 252
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 14,
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 33,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 18
+                            "End Line": 276
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 116,
+                        "Sequential Logic Declarations": 38,
+                        "Function Parameters": 13,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 28,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 6,
+                        "I/O and Network Boundaries": 28,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
+                        "State Mutations / Variable Reassignments": 123,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -547790,8 +547586,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 122,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -547805,26 +547601,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 11,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 13,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 10,
+                        "Private / Encapsulated Scopes": 13,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Tab Indentations": 103,
+                        "Structural Space Indentations": 23,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547834,11 +547630,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 47,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 45,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -547872,112 +547668,96 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                },
-                "shell/darwin-xnu/generate_symbolset_plist.sh": {
+                }
+            }
+        },
+        "shell/curl": {
+            "Directory Group Magnitude": 2458.48,
+            "File Count": 20,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "95.0%",
+                "Static: Literature & Documentation": "5.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "60.32%",
+                "Error & Exception Exposure": "56.64%",
+                "Tech Debt Exposure": "77.66%",
+                "Testing Exposure": "17.76%",
+                "API Exposure": "1.64%",
+                "Concurrency Exposure": "3.28%",
+                "State Flux Exposure": "55.0%",
+                "Commented Logic Exposure": "0.77%",
+                "Specification Exposure": "85.67%",
+                "Instability Exposure": "47.5%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "34.6%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "shell/curl/COPYING": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_symbolset_plist.sh",
-                        "Path": "shell/darwin-xnu/generate_symbolset_plist.sh",
-                        "Language": "Shell",
+                        "Filename": "COPYING",
+                        "Path": "shell/curl/COPYING",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (15.4% Spaces / 84.6% Tabs)",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (COPYING)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1881.57,
-                        "Y": 219.35,
-                        "Z": -6626.11
+                        "X": 5721.33,
+                        "Y": 260.75,
+                        "Z": -716.06
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
+                        "Repository Archetype": "Static: Literature & Documentation",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "N/A",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 65,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 30.7,
-                        "Control Flow Ratio": "62.5%",
+                        "Total LOC": 23,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 1.0,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.646
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "39.76%",
-                        "Error & Exception Exposure": "89.06%",
-                        "Tech Debt Exposure": "72.34%",
-                        "Testing Exposure": "2.54%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "83.09%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.5%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 12,
-                            "End Line": 15
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 18,
-                            "End Line": 21
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 74
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 12,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 10,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 79,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 6,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -547988,8 +547768,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -548003,26 +547783,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 24,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 33,
-                        "Structural Space Indentations": 6,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548032,15 +547812,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -548050,7 +547830,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -548071,22 +547851,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/ios_trace_ipc.sh": {
+                "shell/curl/appveyor.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ios_trace_ipc.sh",
-                        "Path": "shell/darwin-xnu/ios_trace_ipc.sh",
+                        "Filename": "appveyor.sh",
+                        "Path": "shell/curl/appveyor.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1602.26,
-                        "Y": 249.49,
-                        "Z": -7446.05
+                        "X": 5798.32,
+                        "Y": 222.83,
+                        "Z": -2030.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548095,33 +547875,63 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 25,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 25.28,
-                        "Control Flow Ratio": "85.7%",
+                        "Total LOC": 132,
+                        "Coding LOC": 82,
+                        "Documentation LOC": 33,
+                        "Structural Magnitude": 152.34,
+                        "Control Flow Ratio": "88.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.697
+                        "Raw Cognitive Density": 3.921
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "94.59%",
-                        "Tech Debt Exposure": "99.99%",
-                        "Testing Exposure": "2.68%",
+                        "Cognitive Load Exposure": "85.37%",
+                        "Error & Exception Exposure": "78.78%",
+                        "Tech Debt Exposure": "56.07%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
+                        "Concurrency Exposure": "65.54%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.36%",
+                        "Documentation Exposure": "14.1%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 73.7,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 69,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.8%",
+                            "Start Line": 31,
+                            "End Line": 103
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 116,
+                            "End Line": 118
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 122,
+                            "End Line": 124
+                        },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 7.2,
@@ -548129,79 +547939,89 @@
                             "Control Flow Branches": 6,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 16,
-                            "End Line": 20
+                            "Start Line": 108,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 129,
+                            "End Line": 131
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
                             "Start Line": 1,
-                            "End Line": 24
+                            "End Line": 131
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 2,
+                        "Control Flow Branches": 99,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 37,
+                        "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 42,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
+                        "State Mutations / Variable Reassignments": 36,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 3,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Metaprogramming & Reflection": 41,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 7,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 3,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 65,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 13,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 4,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -548210,12 +548030,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 14,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 12,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -548228,13 +548048,13 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -548242,29 +548062,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "\\("
+                    ]
                 },
-                "shell/darwin-xnu/iosspeedtracer.sh": {
+                "shell/curl/cmakelint.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "iosspeedtracer.sh",
-                        "Path": "shell/darwin-xnu/iosspeedtracer.sh",
+                        "Filename": "cmakelint.sh",
+                        "Path": "shell/curl/cmakelint.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (75.0% Spaces / 25.0% Tabs)",
+                        "Architect": "(C) Dan Fandrich, , Viktor Szakats, et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1526.71,
-                        "Y": 168.24,
-                        "Z": -6165.4
+                        "X": 6017.48,
+                        "Y": 274.22,
+                        "Z": -984.74
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548273,81 +548095,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 21,
-                        "Coding LOC": 16,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 24.32,
-                        "Control Flow Ratio": "91.7%",
+                        "Total LOC": 80,
+                        "Coding LOC": 37,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 22.64,
+                        "Control Flow Ratio": "42.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.125
+                        "Raw Cognitive Density": 0.568
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.99%",
-                        "Error & Exception Exposure": "99.59%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.98%",
+                        "Cognitive Load Exposure": "32.53%",
+                        "Error & Exception Exposure": "65.64%",
+                        "Tech Debt Exposure": "97.29%",
+                        "Testing Exposure": "2.71%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "67.32%",
+                        "Documentation Exposure": "17.03%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 11,
+                            "Structural Impact": 17.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 10,
-                            "End Line": 20
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 46,
+                            "End Line": 54
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 70,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 20
+                            "End Line": 79
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 0,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 2,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 8,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 9,
+                        "I/O and Network Boundaries": 15,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 10,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -548359,26 +548181,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 6,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 32,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548388,12 +548210,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -548406,13 +548228,13 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -548420,29 +548242,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "-type",
+                        "code."
+                    ]
                 },
-                "shell/darwin-xnu/list_supported.sh": {
+                "shell/curl/cmp-pkg-config.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "list_supported.sh",
-                        "Path": "shell/darwin-xnu/list_supported.sh",
+                        "Filename": "cmp-pkg-config.sh",
+                        "Path": "shell/curl/cmp-pkg-config.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2008 Apple Inc. All rights reserved",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1057.59,
-                        "Y": 287.14,
-                        "Z": -7506.33
+                        "X": 6268.68,
+                        "Y": 249.75,
+                        "Z": -1802.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548451,22 +548276,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 57,
-                        "Coding LOC": 27,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 32.34,
-                        "Control Flow Ratio": "68.2%",
+                        "Total LOC": 50,
+                        "Coding LOC": 35,
+                        "Documentation LOC": 10,
+                        "Structural Magnitude": 85.7,
+                        "Control Flow Ratio": "65.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 5.13
+                        "Raw Cognitive Density": 4.393
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "94.14%",
-                        "Tech Debt Exposure": "99.71%",
-                        "Testing Exposure": "2.92%",
+                        "Error & Exception Exposure": "79.55%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "3.24%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -548474,54 +548299,44 @@
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.8%",
+                        "Documentation Exposure": "35.52%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 45,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 36,
-                            "End Line": 42
+                            "Function Name": "sort_lists",
+                            "Structural Impact": 45.5,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.2%",
+                            "Start Line": 9,
+                            "End Line": 41
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 37,
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 56
+                            "End Line": 49
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 7,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 16,
                         "Function Parameters": 3,
-                        "Function/Method Declarations": 0,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 19,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
+                        "I/O and Network Boundaries": 19,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 10,
+                        "State Mutations / Variable Reassignments": 37,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -548533,11 +548348,11 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 20,
+                        "Metaprogramming & Reflection": 21,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -548549,24 +548364,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 7,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 12,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 26,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 4,
-                        "Regex Execution": 4,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 5,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548576,12 +548391,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
+                        "Core Var Decl": 14,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
+                        "Design Snake Case": 13,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -548594,7 +548409,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 5,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -548615,22 +548430,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/mach_install_mig.sh": {
+                "shell/curl/codespell.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mach_install_mig.sh",
-                        "Path": "shell/darwin-xnu/mach_install_mig.sh",
+                        "Filename": "codespell.sh",
+                        "Path": "shell/curl/codespell.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
-                        "Indentation Style": "Mixed (10.0% Spaces / 90.0% Tabs)",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1771.1,
-                        "Y": 272.25,
-                        "Z": -7277.06
+                        "X": 6409.91,
+                        "Y": 329.91,
+                        "Z": -1224.35
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548639,147 +548454,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 183,
-                        "Coding LOC": 118,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 140.66,
-                        "Control Flow Ratio": "74.1%",
+                        "Total LOC": 23,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 3,
+                        "Structural Magnitude": 2.42,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.513
+                        "Raw Cognitive Density": 0.625
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "95.48%",
-                        "Error & Exception Exposure": "100.0%",
-                        "Tech Debt Exposure": "35.59%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.89%",
+                        "Cognitive Load Exposure": "37.75%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.47%",
+                        "Documentation Exposure": "62.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 134,
-                            "Control Flow Branches": 3,
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "21.4%",
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 183
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 164,
-                            "End Line": 170
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 152,
-                            "End Line": 160
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 65,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 91,
-                            "End Line": 96
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 128,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 134,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 140,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 179,
-                            "End Line": 182
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 52,
-                            "End Line": 62
+                            "End Line": 22
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 40,
-                        "Sequential Logic Declarations": 14,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 81,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 78,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -548790,8 +548515,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 9,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -548805,26 +548530,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 7,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 54,
-                        "Structural Space Indentations": 6,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 11,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548834,11 +548559,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 32,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 32,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -548873,12 +548598,12 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/make_posix_availability.sh": {
+                "shell/curl/contributors.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "make_posix_availability.sh",
-                        "Path": "shell/darwin-xnu/make_posix_availability.sh",
+                        "Filename": "contributors.sh",
+                        "Path": "shell/curl/contributors.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -548886,9 +548611,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 715.84,
-                        "Y": 233.98,
-                        "Z": -6512.34
+                        "X": 6336.13,
+                        "Y": 283.58,
+                        "Z": -1451.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548897,88 +548622,88 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 83,
-                        "Coding LOC": 48,
-                        "Documentation LOC": 25,
-                        "Structural Magnitude": 27.96,
-                        "Control Flow Ratio": "86.7%",
+                        "Total LOC": 101,
+                        "Coding LOC": 53,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 41.66,
+                        "Control Flow Ratio": "40.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.042
+                        "Raw Cognitive Density": 1.679
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.25%",
-                        "Error & Exception Exposure": "77.86%",
-                        "Tech Debt Exposure": "89.91%",
-                        "Testing Exposure": "2.62%",
+                        "Cognitive Load Exposure": "97.63%",
+                        "Error & Exception Exposure": "91.33%",
+                        "Tech Debt Exposure": "85.14%",
+                        "Testing Exposure": "2.61%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "94.78%",
-                        "Commented Logic Exposure": "12.83%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.39%",
+                        "Documentation Exposure": "15.42%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 38,
-                            "End Line": 81
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1,
+                            "End Line": 100
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 30,
-                            "End Line": 32
+                            "Control Flow Ratio": "26.3%",
+                            "Start Line": 58,
+                            "End Line": 78
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 82
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 36,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "usage",
-                            "Structural Impact": 1.2,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 28
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 40,
+                            "End Line": 43
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 13,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
+                        "Sequential Logic Declarations": 19,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
+                        "I/O and Network Boundaries": 28,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 6,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -548988,8 +548713,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 7,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -549003,7 +548728,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -549012,17 +548737,17 @@
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 35,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 8,
+                        "Regex Execution": 11,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -549032,12 +548757,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 7,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -549050,7 +548775,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -549071,22 +548796,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/make_symbol_aliasing.sh": {
+                "shell/curl/contrithanks.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "make_symbol_aliasing.sh",
-                        "Path": "shell/darwin-xnu/make_symbol_aliasing.sh",
+                        "Filename": "contrithanks.sh",
+                        "Path": "shell/curl/contrithanks.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
-                        "Indentation Style": "Mixed (82.9% Spaces / 17.1% Tabs)",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 854.89,
-                        "Y": 245.54,
-                        "Z": -6914.81
+                        "X": 5495.11,
+                        "Y": 201.75,
+                        "Z": -2016.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -549095,98 +548820,108 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 125,
-                        "Coding LOC": 87,
-                        "Documentation LOC": 26,
-                        "Structural Magnitude": 145.74,
-                        "Control Flow Ratio": "88.2%",
+                        "Total LOC": 106,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 56.68,
+                        "Control Flow Ratio": "46.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.514
+                        "Raw Cognitive Density": 1.861
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.91%",
-                        "Error & Exception Exposure": "96.71%",
-                        "Tech Debt Exposure": "52.15%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "98.84%",
+                        "Error & Exception Exposure": "96.21%",
+                        "Tech Debt Exposure": "84.11%",
+                        "Testing Exposure": "2.73%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "17.36%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "54.29%",
+                        "Documentation Exposure": "15.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 76.0,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 35,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "92.1%",
-                            "Start Line": 44,
-                            "End Line": 123
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "26.3%",
+                            "Start Line": 58,
+                            "End Line": 81
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 86,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 30,
-                            "End Line": 32
+                            "Start Line": 38,
+                            "End Line": 44
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 39,
-                            "End Line": 42
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 34,
+                            "End Line": 37
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 124
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 45,
+                            "End Line": 47
                         },
                         {
-                            "Function Name": "usage",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 50,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 28
+                            "Start Line": 1,
+                            "End Line": 105
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 45,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 7,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
+                        "I/O and Network Boundaries": 44,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 51,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "State Mutations / Variable Reassignments": 24,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -549197,7 +548932,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 21,
+                        "Metaprogramming & Reflection": 7,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -549211,26 +548946,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 24,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 7,
-                        "Structural Space Indentations": 34,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 27,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 3,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 8,
+                        "Regex Execution": 14,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -549240,11 +548975,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 17,
+                        "Core Var Decl": 8,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 14,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 3,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -549258,7 +548993,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -549279,22 +549014,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/makesyscalls.sh": {
+                "shell/curl/coverage.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "makesyscalls.sh",
-                        "Path": "shell/darwin-xnu/makesyscalls.sh",
+                        "Filename": "coverage.sh",
+                        "Path": "shell/curl/coverage.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2004-2008 Apple Inc. All rights reserved",
-                        "Indentation Style": "Mixed (3.0% Spaces / 97.0% Tabs)",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1000.59,
-                        "Y": 203.57,
-                        "Z": -6727.38
+                        "X": 5665.04,
+                        "Y": 186.55,
+                        "Z": -2401.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -549303,169 +549038,69 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 827,
-                        "Coding LOC": 731,
+                        "Total LOC": 42,
+                        "Coding LOC": 12,
                         "Documentation LOC": 27,
-                        "Structural Magnitude": 557.22,
-                        "Control Flow Ratio": "90.1%",
-                        "Popularity Rank": 0,
+                        "Structural Magnitude": 5.34,
+                        "Control Flow Ratio": "25.0%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.568
+                        "Raw Cognitive Density": 0.5
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "32.54%",
-                        "Error & Exception Exposure": "91.21%",
-                        "Tech Debt Exposure": "10.05%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "18.33%",
-                        "State Flux Exposure": "92.77%",
-                        "Commented Logic Exposure": "7.14%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.03%",
+                        "API Exposure": "3.69%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "80.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.1%",
+                        "Documentation Exposure": "51.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 379.8,
-                            "Lines of Code (LOC)": 755,
-                            "Control Flow Branches": 170,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "90.4%",
-                            "Start Line": 1,
-                            "End Line": 826
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 14.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 83,
-                            "End Line": 116
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 819,
-                            "End Line": 825
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 118,
-                            "End Line": 120
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 792,
-                            "End Line": 795
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 797,
-                            "End Line": 799
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 801,
-                            "End Line": 803
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 805,
-                            "End Line": 807
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 809,
-                            "End Line": 811
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 813,
-                            "End Line": 817
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 73,
-                            "End Line": 78
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1,
+                            "End Line": 41
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 227,
-                        "Sequential Logic Declarations": 25,
-                        "Function Parameters": 20,
-                        "Function/Method Declarations": 4,
+                        "Control Flow Branches": 1,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 99,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 331,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 85,
-                        "Commented-out Code (Dead Logic)": 4,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -549479,26 +549114,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 188,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 10,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 10,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 616,
-                        "Structural Space Indentations": 19,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -549508,15 +549143,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 160,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 155,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -549526,7 +549161,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -549541,30 +549176,30 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$1"
+                        "-c"
                     ]
                 },
-                "shell/darwin-xnu/persona_test_run_src.sh": {
+                "shell/curl/distfiles.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "persona_test_run_src.sh",
-                        "Path": "shell/darwin-xnu/persona_test_run_src.sh",
+                        "Filename": "distfiles.sh",
+                        "Path": "shell/curl/distfiles.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1350.77,
-                        "Y": 210.13,
-                        "Z": -6903.89
+                        "X": 6054.49,
+                        "Y": 229.9,
+                        "Z": -2200.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -549573,395 +549208,67 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 576,
-                        "Coding LOC": 387,
-                        "Documentation LOC": 115,
-                        "Structural Magnitude": 904.84,
-                        "Control Flow Ratio": "77.6%",
+                        "Total LOC": 56,
+                        "Coding LOC": 40,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 24.5,
+                        "Control Flow Ratio": "21.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.464
+                        "Raw Cognitive Density": 1.775
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.89%",
-                        "Error & Exception Exposure": "99.99%",
-                        "Tech Debt Exposure": "19.25%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "98.37%",
+                        "Error & Exception Exposure": "65.25%",
+                        "Tech Debt Exposure": "95.79%",
+                        "Testing Exposure": "2.53%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.96%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "36.63%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "create_persona",
-                            "Structural Impact": 210.4,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 77,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "88.5%",
-                            "Start Line": 347,
-                            "End Line": 426
-                        },
-                        {
-                            "Function Name": "validate_child_info",
-                            "Structural Impact": 110.9,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 217,
-                            "End Line": 264
-                        },
-                        {
-                            "Function Name": "get_persona_info",
-                            "Structural Impact": 103.5,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 49,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "67.1%",
-                            "Start Line": 140,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "spawn_child",
-                            "Structural Impact": 103.2,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "81.6%",
-                            "Start Line": 273,
-                            "End Line": 327
-                        },
-                        {
-                            "Function Name": "test_num",
-                            "Structural Impact": 36.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.0%",
-                            "Start Line": 109,
-                            "End Line": 125
-                        },
-                        {
-                            "Function Name": "check_return",
-                            "Structural Impact": 19.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 69,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "expect_failure",
-                            "Structural Impact": 19.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 90,
-                            "End Line": 103
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 221,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1,
-                            "End Line": 575
-                        },
-                        {
-                            "Function Name": "destroy_persona",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 432,
-                            "End Line": 442
-                        },
-                        {
-                            "Function Name": "bail",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 54,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 27,
-                            "End Line": 30
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 31,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "check_for_persona_support",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 36,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 22,
-                            "End Line": 25
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 516,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 535,
-                            "End Line": 537
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 1,
+                            "End Line": 55
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 543,
-                            "End Line": 545
-                        },
-                        {
-                            "Function Name": "get_created_id",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 334,
-                            "End Line": 339
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 305,
-                        "Sequential Logic Declarations": 88,
-                        "Function Parameters": 32,
-                        "Function/Method Declarations": 11,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 31,
-                        "Type/Safety Bypasses": 225,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 61,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 201,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 5,
-                        "Metaprogramming & Reflection": 93,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 16,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 47,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 267,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 10,
-                        "Regex Execution": 20,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 106,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 62,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 18,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/darwin-xnu/setup.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "setup.sh",
-                        "Path": "shell/darwin-xnu/setup.sh",
-                        "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .sh)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1952.48,
-                        "Y": 177.61,
-                        "Z": -6262.23
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 7,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 2.38,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.5
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "93.25%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "0.67%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.96%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "26.67%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "23.93%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 6
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 53,
+                            "End Line": 55
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 0,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 22,
+                        "Function Parameters": 2,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 11,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
+                        "I/O and Network Boundaries": 32,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 1,
+                        "State Mutations / Variable Reassignments": 10,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -549973,9 +549280,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
+                        "Metaprogramming & Reflection": 8,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -549987,26 +549294,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 6,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -550016,9 +549323,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -550034,14 +549341,14 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -550049,28 +549356,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/validate_blacklist.sh": {
+                "shell/curl/ech_tests.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "validate_blacklist.sh",
-                        "Path": "shell/darwin-xnu/validate_blacklist.sh",
+                        "Filename": "ech_tests.sh",
+                        "Path": "shell/curl/ech_tests.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 742.1,
-                        "Y": 294.77,
-                        "Z": -7442.34
+                        "X": 5754.95,
+                        "Y": 185.69,
+                        "Z": -1460.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550079,113 +549386,373 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 29,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 24.18,
-                        "Control Flow Ratio": "88.9%",
+                        "Total LOC": 1103,
+                        "Coding LOC": 948,
+                        "Documentation LOC": 104,
+                        "Structural Magnitude": 1484.36,
+                        "Control Flow Ratio": "97.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.697
+                        "Raw Cognitive Density": 1.81
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.79%",
-                        "Error & Exception Exposure": "98.62%",
-                        "Tech Debt Exposure": "99.99%",
-                        "Testing Exposure": "2.76%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "98.58%",
+                        "Error & Exception Exposure": "96.91%",
+                        "Tech Debt Exposure": "12.07%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.05%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "6.97%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.36%",
+                        "Documentation Exposure": "13.9%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 851.8,
+                            "Lines of Code (LOC)": 576,
+                            "Control Flow Branches": 822,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 496,
+                            "End Line": 1071
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 147.2,
+                            "Lines of Code (LOC)": 164,
+                            "Control Flow Branches": 138,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "97.9%",
+                            "Start Line": 328,
+                            "End Line": 491
+                        },
+                        {
+                            "Function Name": "cli_test",
+                            "Structural Impact": 40.0,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 147,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 274,
+                            "End Line": 282
+                        },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 6,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 8,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 21,
-                            "End Line": 26
+                            "Start Line": 1090,
+                            "End Line": 1096
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 291,
+                            "End Line": 295
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 22,
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 198,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 28
+                            "End Line": 1102
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1077,
+                            "End Line": 1084
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 216,
+                            "End Line": 219
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1097,
+                            "End Line": 1099
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 44,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 213,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 227,
+                            "End Line": 229
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 230,
+                            "End Line": 232
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 233,
+                            "End Line": 235
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 238,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 264,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 268,
+                            "End Line": 271
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 319,
+                            "End Line": 322
+                        },
+                        {
+                            "Function Name": "hostport2host",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 131,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "hostport2port",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 139,
+                            "End Line": 145
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 254,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 242,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 248,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "get_ech_configlist",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 189,
+                            "End Line": 193
+                        },
+                        {
+                            "Function Name": "fileage",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 297,
+                            "End Line": 309
+                        },
+                        {
+                            "Function Name": "whenisitagain",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 125
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 1080,
+                        "Sequential Logic Declarations": 31,
+                        "Function Parameters": 13,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 26,
+                        "Type/Safety Bypasses": 164,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 12,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 128,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 281,
+                        "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 30,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 2,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 2,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 369,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 4,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 11,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 817,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 13,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 9,
+                        "Time Date Logic": 3,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -550194,11 +549761,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 113,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 3,
+                        "Design Snake Case": 103,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 10,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -550212,7 +549779,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 7,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550226,29 +549793,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "*"
+                    ]
                 },
-                "shell/darwin-xnu/vnode_if.sh": {
+                "shell/curl/firefox-db2pem.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "vnode_if.sh",
-                        "Path": "shell/darwin-xnu/vnode_if.sh",
+                        "Filename": "firefox-db2pem.sh",
+                        "Path": "shell/curl/firefox-db2pem.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1566.78,
-                        "Y": 200.61,
-                        "Z": -6733.61
+                        "X": 5184.57,
+                        "Y": 104.67,
+                        "Z": -1218.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550257,93 +549826,103 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 386,
-                        "Coding LOC": 309,
-                        "Documentation LOC": 48,
-                        "Structural Magnitude": 152.48,
-                        "Control Flow Ratio": "66.1%",
+                        "Total LOC": 65,
+                        "Coding LOC": 22,
+                        "Documentation LOC": 36,
+                        "Structural Magnitude": 35.04,
+                        "Control Flow Ratio": "57.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.621
+                        "Raw Cognitive Density": 2.386
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "36.69%",
-                        "Error & Exception Exposure": "84.72%",
-                        "Tech Debt Exposure": "68.5%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "99.86%",
+                        "Error & Exception Exposure": "91.18%",
+                        "Tech Debt Exposure": "99.96%",
+                        "Testing Exposure": "2.99%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.66%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.18%",
+                        "Documentation Exposure": "21.15%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 72.4,
-                            "Lines of Code (LOC)": 368,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "63.4%",
-                            "Start Line": 1,
-                            "End Line": 385
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 35,
+                            "End Line": 39
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 87,
-                            "End Line": 99
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 42,
+                            "End Line": 44
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 66,
-                            "End Line": 69
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 61,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 64
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 37,
-                        "Sequential Logic Declarations": 19,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 12,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 19,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 43,
+                        "I/O and Network Boundaries": 14,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 60,
+                        "State Mutations / Variable Reassignments": 15,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 6,
-                        "Module Dependencies (Imports)": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -550353,27 +549932,27 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 55,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 157,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 5,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 11,
-                        "Regex Execution": 11,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 3,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -550382,12 +549961,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 27,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 26,
+                        "Design Snake Case": 5,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -550400,7 +549979,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550414,33 +549993,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "and",
-                        "code",
-                        "file."
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/xcrun_cache.sh": {
+                "shell/curl/gnv_curl_configure.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "xcrun_cache.sh",
-                        "Path": "shell/darwin-xnu/xcrun_cache.sh",
+                        "Filename": "gnv_curl_configure.sh",
+                        "Path": "shell/curl/gnv_curl_configure.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (18.3% Spaces / 81.7% Tabs)",
+                        "Architect": "(C) John Malmberg",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1356.16,
-                        "Y": 252.59,
-                        "Z": -7436.76
+                        "X": 5341.61,
+                        "Y": 200.5,
+                        "Z": -840.05
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550449,108 +550024,58 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 277,
-                        "Coding LOC": 225,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 270.6,
-                        "Control Flow Ratio": "75.3%",
+                        "Total LOC": 45,
+                        "Coding LOC": 8,
+                        "Documentation LOC": 36,
+                        "Structural Magnitude": 7.36,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.983
+                        "Raw Cognitive Density": 0.625
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "86.94%",
-                        "Tech Debt Exposure": "18.24%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "88.99%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.38%",
+                        "API Exposure": "8.41%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.45%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "53.33%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "25.45%",
+                        "Documentation Exposure": "52.76%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 89.4,
-                            "Lines of Code (LOC)": 148,
-                            "Control Flow Branches": 81,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "71.1%",
-                            "Start Line": 85,
-                            "End Line": 232
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 254,
-                            "End Line": 276
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 26,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "CreateFile",
-                            "Structural Impact": 12.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 73,
-                            "End Line": 83
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 238,
-                            "End Line": 252
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 33,
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 276
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 116,
-                        "Sequential Logic Declarations": 38,
-                        "Function Parameters": 13,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 28,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 28,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 123,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -550561,9 +550086,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 122,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 2,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -550575,19 +550100,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 10,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 13,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 10,
-                        "Private / Encapsulated Scopes": 13,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 103,
-                        "Structural Space Indentations": 23,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -550604,11 +550129,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 47,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 45,
+                        "Design Upper Case": 4,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -550622,7 +550147,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550642,98 +550167,194 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "shell/curl": {
-            "Directory Group Magnitude": 2458.48,
-            "File Count": 20,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "95.0%",
-                "Static: Literature & Documentation": "5.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "60.32%",
-                "Error & Exception Exposure": "56.64%",
-                "Tech Debt Exposure": "77.66%",
-                "Testing Exposure": "17.76%",
-                "API Exposure": "1.64%",
-                "Concurrency Exposure": "3.28%",
-                "State Flux Exposure": "55.0%",
-                "Commented Logic Exposure": "0.77%",
-                "Specification Exposure": "85.67%",
-                "Instability Exposure": "47.5%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "34.6%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "shell/curl/COPYING": {
+                },
+                "shell/curl/initscript.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "COPYING",
-                        "Path": "shell/curl/COPYING",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Filename": "initscript.sh",
+                        "Path": "shell/curl/initscript.sh",
+                        "Language": "Shell",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (COPYING)"
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5721.33,
-                        "Y": 260.75,
-                        "Z": -716.06
+                        "X": 5506.93,
+                        "Y": 190.25,
+                        "Z": -1211.29
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 23,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 1.0,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 298,
+                        "Coding LOC": 170,
+                        "Documentation LOC": 71,
+                        "Structural Magnitude": 239.4,
+                        "Control Flow Ratio": "74.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 4.274
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                        "Cognitive Load Exposure": "92.94%",
+                        "Error & Exception Exposure": "65.83%",
+                        "Tech Debt Exposure": "85.38%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.29%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "8.35%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "43.31%",
+                        "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "make_module",
+                            "Structural Impact": 67.1,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 175,
+                            "End Line": 236
+                        },
+                        {
+                            "Function Name": "action_needed",
+                            "Structural Impact": 17.7,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 123,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "canonicalize_path",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 140,
+                            "End Line": 164
+                        },
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 14.2,
+                            "Lines of Code (LOC)": 143,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1,
+                            "End Line": 297
+                        },
+                        {
+                            "Function Name": "db2_name",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 243,
+                            "End Line": 256
+                        },
+                        {
+                            "Function Name": "get_make_vars",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 283,
+                            "End Line": 297
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 46,
+                            "End Line": 51
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 68,
+                            "End Line": 70
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 41,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "versioned_copy",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 263,
+                            "End Line": 271
+                        },
+                        {
+                            "Function Name": "CLcommand",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 27,
+                            "End Line": 29
+                        },
+                        {
+                            "Function Name": "setenv",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 33,
+                            "End Line": 38
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 79,
+                        "Sequential Logic Declarations": 27,
+                        "Function Parameters": 26,
+                        "Function/Method Declarations": 8,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 40,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 38,
+                        "Exposed API / Public Exports": 5,
+                        "State Mutations / Variable Reassignments": 73,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -550742,10 +550363,10 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 103,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -550757,26 +550378,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 4,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 118,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 7,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 11,
+                        "Regex Execution": 17,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -550786,15 +550407,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 44,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 44,
+                        "Design Short Vars": 5,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 6,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -550804,7 +550425,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550818,17 +550439,23 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 5,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$SCRIPTDIR/config400.default",
+                        "$SCRIPTDIR/config400.override",
+                        "file",
+                        "name",
+                        "or"
+                    ]
                 },
-                "shell/curl/appveyor.sh": {
+                "shell/curl/make-include.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "appveyor.sh",
-                        "Path": "shell/curl/appveyor.sh",
+                        "Filename": "make-include.sh",
+                        "Path": "shell/curl/make-include.sh",
                         "Language": "Shell",
                         "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
@@ -550838,9 +550465,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5798.32,
-                        "Y": 222.83,
-                        "Z": -2030.31
+                        "X": 5637.28,
+                        "Y": 235.31,
+                        "Z": -1160.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550849,120 +550476,120 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 132,
-                        "Coding LOC": 82,
+                        "Total LOC": 107,
+                        "Coding LOC": 49,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 152.34,
-                        "Control Flow Ratio": "88.4%",
+                        "Structural Magnitude": 58.68,
+                        "Control Flow Ratio": "74.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.921
+                        "Raw Cognitive Density": 5.24
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "85.37%",
-                        "Error & Exception Exposure": "78.78%",
-                        "Tech Debt Exposure": "56.07%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "58.71%",
+                        "Tech Debt Exposure": "89.01%",
+                        "Testing Exposure": "2.61%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "65.54%",
+                        "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.1%",
+                        "Documentation Exposure": "17.64%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 73.7,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 69,
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "90.8%",
-                            "Start Line": 31,
-                            "End Line": 103
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 73,
+                            "End Line": 87
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 8,
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 116,
-                            "End Line": 118
+                            "Start Line": 99,
+                            "End Line": 102
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 8,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 122,
-                            "End Line": 124
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1,
+                            "End Line": 106
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 6,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 108,
-                            "End Line": 112
+                            "Start Line": 38,
+                            "End Line": 42
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 129,
-                            "End Line": 131
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 49,
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1,
-                            "End Line": 131
+                            "Function Name": "copy_hfile",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 69
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 99,
-                        "Sequential Logic Declarations": 13,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 37,
-                        "Type/Safety Bypasses": 8,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 42,
+                        "I/O and Network Boundaries": 11,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 36,
+                        "State Mutations / Variable Reassignments": 26,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 2,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 3,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 41,
-                        "Module Dependencies (Imports)": 2,
+                        "Metaprogramming & Reflection": 39,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -550975,26 +550602,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 7,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 65,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
+                        "Ipc Rpc Bridges": 6,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 4,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551004,12 +550631,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 11,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 12,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 2,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -551028,7 +550655,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
+                        "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -551036,21 +550663,22 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "\\("
+                        "$SCRIPTDIR/initscript.sh",
+                        "program"
                     ]
                 },
-                "shell/curl/cmakelint.sh": {
+                "shell/curl/make-src.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "cmakelint.sh",
-                        "Path": "shell/curl/cmakelint.sh",
+                        "Filename": "make-src.sh",
+                        "Path": "shell/curl/make-src.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Dan Fandrich, , Viktor Szakats, et al",
+                        "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551058,9 +550686,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6017.48,
-                        "Y": 274.22,
-                        "Z": -984.74
+                        "X": 5308.74,
+                        "Y": 165.41,
+                        "Z": -1608.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551069,69 +550697,129 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 37,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 22.64,
-                        "Control Flow Ratio": "42.3%",
+                        "Total LOC": 119,
+                        "Coding LOC": 52,
+                        "Documentation LOC": 39,
+                        "Structural Magnitude": 101.04,
+                        "Control Flow Ratio": "82.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.568
+                        "Raw Cognitive Density": 7.5
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "32.53%",
-                        "Error & Exception Exposure": "65.64%",
-                        "Tech Debt Exposure": "97.29%",
-                        "Testing Exposure": "2.71%",
+                        "Cognitive Load Exposure": "65.38%",
+                        "Error & Exception Exposure": "91.83%",
+                        "Tech Debt Exposure": "86.14%",
+                        "Testing Exposure": "2.77%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.03%",
+                        "Documentation Exposure": "12.18%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 17.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 46,
-                            "End Line": 54
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 36,
+                            "End Line": 39
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 51,
+                            "End Line": 55
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 0,
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 85,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
+                            "Control Flow Ratio": "16.7%",
                             "Start Line": 1,
-                            "End Line": 79
+                            "End Line": 118
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 103,
+                            "End Line": 109
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 66,
+                            "End Line": 70
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 72,
+                            "End Line": 75
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 93,
+                            "End Line": 95
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 114,
+                            "End Line": 118
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 15,
-                        "Function Parameters": 2,
+                        "Control Flow Branches": 29,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 18,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 15,
+                        "I/O and Network Boundaries": 11,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "State Mutations / Variable Reassignments": 58,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 3,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -551141,7 +550829,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 64,
                         "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -551157,24 +550845,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 32,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 6,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551184,11 +550872,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 24,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 24,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -551202,13 +550890,13 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
+                        "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -551222,16 +550910,16 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "-type",
-                        "code."
+                        "$SCRIPTDIR/initscript.sh",
+                        "lists."
                     ]
                 },
-                "shell/curl/cmp-pkg-config.sh": {
+                "shell/curl/make-tests.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "cmp-pkg-config.sh",
-                        "Path": "shell/curl/cmp-pkg-config.sh",
+                        "Filename": "make-tests.sh",
+                        "Path": "shell/curl/make-tests.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551239,9 +550927,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6268.68,
-                        "Y": 249.75,
-                        "Z": -1802.54
+                        "X": 6082.02,
+                        "Y": 258.45,
+                        "Z": -1127.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551250,22 +550938,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 50,
-                        "Coding LOC": 35,
-                        "Documentation LOC": 10,
-                        "Structural Magnitude": 85.7,
-                        "Control Flow Ratio": "65.2%",
+                        "Total LOC": 145,
+                        "Coding LOC": 75,
+                        "Documentation LOC": 42,
+                        "Structural Magnitude": 114.4,
+                        "Control Flow Ratio": "76.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.393
+                        "Raw Cognitive Density": 4.79
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "79.55%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "3.24%",
+                        "Cognitive Load Exposure": "76.0%",
+                        "Error & Exception Exposure": "82.63%",
+                        "Tech Debt Exposure": "62.25%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -551273,46 +550961,46 @@
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.52%",
+                        "Documentation Exposure": "46.69%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "sort_lists",
-                            "Structural Impact": 45.5,
-                            "Lines of Code (LOC)": 33,
+                            "Function Name": "build_all_programs",
+                            "Structural Impact": 58.0,
+                            "Lines of Code (LOC)": 86,
                             "Control Flow Branches": 30,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.2%",
-                            "Start Line": 9,
-                            "End Line": 41
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 39,
+                            "End Line": 124
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "30.0%",
                             "Start Line": 1,
-                            "End Line": 49
+                            "End Line": 144
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 16,
-                        "Function Parameters": 3,
+                        "Control Flow Branches": 33,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 2,
                         "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 19,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 19,
+                        "I/O and Network Boundaries": 8,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 37,
+                        "State Mutations / Variable Reassignments": 48,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 3,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -551322,11 +551010,11 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 21,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 53,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -551336,26 +551024,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 7,
+                        "Ad-hoc Print / Debug Statements": 5,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
+                        "Structural Space Indentations": 64,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 5,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551365,12 +551053,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 25,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 13,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 4,
+                        "Design Upper Case": 25,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -551383,7 +551071,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 5,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551397,29 +551085,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$SCRIPTDIR/initscript.sh",
+                        "is"
+                    ]
                 },
-                "shell/curl/codespell.sh": {
+                "shell/curl/make_gnv_curl_install.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "codespell.sh",
-                        "Path": "shell/curl/codespell.sh",
+                        "Filename": "make_gnv_curl_install.sh",
+                        "Path": "shell/curl/make_gnv_curl_install.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
-                        "Indentation Style": "Spaces",
+                        "Architect": "(C) John Malmberg",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6409.91,
-                        "Y": 329.91,
-                        "Z": -1224.35
+                        "X": 6481.0,
+                        "Y": 294.98,
+                        "Z": -1618.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551428,56 +551119,56 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 23,
-                        "Coding LOC": 16,
-                        "Documentation LOC": 3,
-                        "Structural Magnitude": 2.42,
+                        "Total LOC": 45,
+                        "Coding LOC": 12,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 8.44,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.625
+                        "Raw Cognitive Density": 0.417
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "37.75%",
+                        "Cognitive Load Exposure": "5.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "1.99%",
+                        "API Exposure": "9.36%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "80.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "62.94%",
+                        "Documentation Exposure": "79.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 22,
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 22
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
+                        "Sequential Logic Declarations": 8,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 5,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -551490,9 +551181,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 2,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -551516,14 +551207,14 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 11,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551533,11 +551224,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 5,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -551551,7 +551242,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551572,12 +551263,12 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/curl/contributors.sh": {
+                "shell/curl/shellcheck-ci.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "contributors.sh",
-                        "Path": "shell/curl/contributors.sh",
+                        "Filename": "shellcheck-ci.sh",
+                        "Path": "shell/curl/shellcheck-ci.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Architect": "(C) Viktor Szakats",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551585,9 +551276,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6336.13,
-                        "Y": 283.58,
-                        "Z": -1451.34
+                        "X": 5206.48,
+                        "Y": 78.57,
+                        "Z": -2062.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551596,87 +551287,77 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 101,
-                        "Coding LOC": 53,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 41.66,
-                        "Control Flow Ratio": "40.6%",
+                        "Total LOC": 31,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 13.88,
+                        "Control Flow Ratio": "29.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.679
+                        "Raw Cognitive Density": 1.737
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.63%",
-                        "Error & Exception Exposure": "91.33%",
-                        "Tech Debt Exposure": "85.14%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "98.11%",
+                        "Error & Exception Exposure": "80.0%",
+                        "Tech Debt Exposure": "99.99%",
+                        "Testing Exposure": "2.69%",
+                        "API Exposure": "4.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.42%",
+                        "Documentation Exposure": "77.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1,
-                            "End Line": 100
-                        },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "26.3%",
-                            "Start Line": 58,
-                            "End Line": 78
+                            "Control Flow Ratio": "26.7%",
+                            "Start Line": 13,
+                            "End Line": 20
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 36,
-                            "End Line": 39
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 23,
+                            "End Line": 30
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 40,
-                            "End Line": 43
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 30
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 13,
+                        "Control Flow Branches": 8,
                         "Sequential Logic Declarations": 19,
-                        "Function Parameters": 1,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 28,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 18,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -551687,8 +551368,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 7,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -551702,26 +551383,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
+                        "Ad-hoc Print / Debug Statements": 8,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 2,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 35,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 8,
-                        "Regex Execution": 11,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551731,12 +551412,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
-                        "Design Short Vars": 4,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -551749,7 +551430,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551770,12 +551451,12 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/curl/contrithanks.sh": {
+                "shell/curl/shellcheck.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "contrithanks.sh",
-                        "Path": "shell/curl/contrithanks.sh",
+                        "Filename": "shellcheck.sh",
+                        "Path": "shell/curl/shellcheck.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Architect": "(C) Viktor Szakats",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551783,9 +551464,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5495.11,
-                        "Y": 201.75,
-                        "Z": -2016.71
+                        "X": 6336.03,
+                        "Y": 288.59,
+                        "Z": -2215.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551794,107 +551475,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 106,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 56.68,
-                        "Control Flow Ratio": "46.5%",
+                        "Total LOC": 14,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 3,
+                        "Structural Magnitude": 1.74,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.861
+                        "Raw Cognitive Density": 0.857
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.84%",
-                        "Error & Exception Exposure": "96.21%",
-                        "Tech Debt Exposure": "84.11%",
-                        "Testing Exposure": "2.73%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.15%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "46.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.72%",
+                        "Documentation Exposure": "37.23%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "26.3%",
-                            "Start Line": 58,
-                            "End Line": 81
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 86,
-                            "End Line": 102
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 38,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 34,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 45,
-                            "End Line": 47
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 50,
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 105
+                            "End Line": 13
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 8,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 44,
+                        "I/O and Network Boundaries": 5,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 24,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -551906,7 +551537,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 7,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -551920,26 +551551,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 27,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 3,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 8,
-                        "Regex Execution": 14,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551949,11 +551580,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 8,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -551967,7 +551598,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551988,22 +551619,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/curl/coverage.sh": {
+                "shell/curl/typos.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "coverage.sh",
-                        "Path": "shell/curl/coverage.sh",
+                        "Filename": "typos.sh",
+                        "Path": "shell/curl/typos.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5665.04,
-                        "Y": 186.55,
-                        "Z": -2401.29
+                        "X": 5039.22,
+                        "Y": 128.17,
+                        "Z": -1721.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552012,56 +551643,56 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 42,
-                        "Coding LOC": 12,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 5.34,
-                        "Control Flow Ratio": "25.0%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 15,
+                        "Coding LOC": 8,
+                        "Documentation LOC": 3,
+                        "Structural Magnitude": 1.86,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.5
+                        "Raw Cognitive Density": 0.75
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "5.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.03%",
-                        "API Exposure": "3.69%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "80.0%",
+                        "Specification Exposure": "53.33%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "51.85%",
+                        "Documentation Exposure": "41.48%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 1,
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 41
+                            "End Line": 14
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1,
+                        "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 3,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 1,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -552074,8 +551705,8 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -552093,18 +551724,18 @@
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 4,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -552117,15 +551748,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -552135,7 +551766,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -552149,31 +551780,53 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "-c"
-                    ]
-                },
-                "shell/curl/distfiles.sh": {
+                    "9. Extracted Dependencies": []
+                }
+            }
+        },
+        "tcl/macports_port_api": {
+            "Directory Group Magnitude": 2443.68,
+            "File Count": 18,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "64.97%",
+                "Error & Exception Exposure": "86.12%",
+                "Tech Debt Exposure": "61.36%",
+                "Testing Exposure": "2.33%",
+                "API Exposure": "2.76%",
+                "Concurrency Exposure": "1.54%",
+                "State Flux Exposure": "94.08%",
+                "Commented Logic Exposure": "4.74%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "23.74%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "tcl/macports_port_api/fetch_common.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "distfiles.sh",
-                        "Path": "shell/curl/distfiles.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "fetch_common.tcl",
+                        "Path": "tcl/macports_port_api/fetch_common.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6054.49,
-                        "Y": 229.9,
-                        "Z": -2200.23
+                        "X": -7061.63,
+                        "Y": 53.06,
+                        "Z": -1290.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552182,81 +551835,141 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 56,
-                        "Coding LOC": 40,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 24.5,
-                        "Control Flow Ratio": "21.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 281,
+                        "Coding LOC": 190,
+                        "Documentation LOC": 58,
+                        "Structural Magnitude": 177.7,
+                        "Control Flow Ratio": "66.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.775
+                        "Raw Cognitive Density": 1.039
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.37%",
-                        "Error & Exception Exposure": "65.25%",
-                        "Tech Debt Exposure": "95.79%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "76.09%",
+                        "Error & Exception Exposure": "97.13%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "6.68%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.96%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "8.63%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "36.63%",
+                        "Documentation Exposure": "41.18%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 3,
+                            "Function Name": "portfetch::mirror_sites",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 104,
+                            "End Line": 104
+                        },
+                        {
+                            "Function Name": "portfetch::assemble_url",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 1,
-                            "End Line": 55
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 77,
+                            "End Line": 77
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
+                            "Function Name": "portfetch::checksites",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 162,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "portfetch::sortsites",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 231,
+                            "End Line": 231
+                        },
+                        {
+                            "Function Name": "portfetch::percent_encode",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 49,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "portfetch::separate_tag",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 87,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "portfetch::get_urls",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 53,
-                            "End Line": 55
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 254,
+                            "End Line": 254
+                        },
+                        {
+                            "Function Name": "portfetch::check_dns",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 275,
+                            "End Line": 275
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 22,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 50,
+                        "Sequential Logic Declarations": 25,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 8,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 11,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 32,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 10,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 152,
+                        "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 8,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -552268,26 +551981,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 2,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6,
+                        "Structural Space Indentations": 167,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 6,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -552297,15 +552010,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -552315,43 +552028,47 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$mirrorfile",
+                        "Pextlib",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/ech_tests.sh": {
+                "tcl/macports_port_api/portactivate.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "ech_tests.sh",
-                        "Path": "shell/curl/ech_tests.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portactivate.tcl",
+                        "Path": "tcl/macports_port_api/portactivate.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5754.95,
-                        "Y": 185.69,
-                        "Z": -1460.95
+                        "X": -7984.64,
+                        "Y": -125.15,
+                        "Z": -374.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552360,328 +552077,78 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1103,
-                        "Coding LOC": 948,
-                        "Documentation LOC": 104,
-                        "Structural Magnitude": 1484.36,
-                        "Control Flow Ratio": "97.2%",
+                        "Total LOC": 109,
+                        "Coding LOC": 56,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 25.62,
+                        "Control Flow Ratio": "53.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.81
+                        "Raw Cognitive Density": 0.911
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.58%",
-                        "Error & Exception Exposure": "96.91%",
-                        "Tech Debt Exposure": "12.07%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.05%",
+                        "Cognitive Load Exposure": "65.54%",
+                        "Error & Exception Exposure": "84.62%",
+                        "Tech Debt Exposure": "99.39%",
+                        "Testing Exposure": "2.35%",
+                        "API Exposure": "1.47%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "6.97%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "10.21%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.9%",
+                        "Documentation Exposure": "24.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 851.8,
-                            "Lines of Code (LOC)": 576,
-                            "Control Flow Branches": 822,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 496,
-                            "End Line": 1071
+                            "Function Name": "portactivate::activate_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 53,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 147.2,
-                            "Lines of Code (LOC)": 164,
-                            "Control Flow Branches": 138,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "97.9%",
-                            "Start Line": 328,
-                            "End Line": 491
-                        },
-                        {
-                            "Function Name": "cli_test",
-                            "Structural Impact": 40.0,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 147,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 274,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1090,
-                            "End Line": 1096
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 291,
-                            "End Line": 295
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 198,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 1102
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1077,
-                            "End Line": 1084
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 216,
-                            "End Line": 219
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1097,
-                            "End Line": 1099
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 44,
-                            "End Line": 49
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 213,
-                            "End Line": 215
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 227,
-                            "End Line": 229
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 230,
-                            "End Line": 232
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 233,
-                            "End Line": 235
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 238,
-                            "End Line": 240
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 264,
-                            "End Line": 266
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 268,
-                            "End Line": 271
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 319,
-                            "End Line": 322
-                        },
-                        {
-                            "Function Name": "hostport2host",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 131,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "hostport2port",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 139,
-                            "End Line": 145
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 254,
-                            "End Line": 260
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 242,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 248,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "get_ech_configlist",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 193
-                        },
-                        {
-                            "Function Name": "fileage",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "portactivate::activate_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 129
+                            "Start Line": 61,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "Anonymous_Block",
+                            "Function Name": "portactivate::activate_finish",
                             "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 309
-                        },
-                        {
-                            "Function Name": "whenisitagain",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 125
+                            "Start Line": 85,
+                            "End Line": 85
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1080,
-                        "Sequential Logic Declarations": 31,
-                        "Function Parameters": 13,
-                        "Function/Method Declarations": 6,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 26,
-                        "Type/Safety Bypasses": 164,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 128,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 281,
-                        "Commented-out Code (Dead Logic)": 5,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 19,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -552691,42 +552158,42 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 30,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 4,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 369,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 4,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 817,
+                        "Structural Space Indentations": 37,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 9,
-                        "Time Date Logic": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -552735,15 +552202,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 113,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 103,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 10,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 3,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -552753,7 +552220,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 7,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -552773,25 +552240,25 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "*"
+                        "portutil"
                     ]
                 },
-                "shell/curl/firefox-db2pem.sh": {
+                "tcl/macports_port_api/portbuild.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "firefox-db2pem.sh",
-                        "Path": "shell/curl/firefox-db2pem.sh",
-                        "Language": "Shell",
+                        "Filename": "portbuild.tcl",
+                        "Path": "tcl/macports_port_api/portbuild.tcl",
+                        "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5184.57,
-                        "Y": 104.67,
-                        "Z": -1218.41
+                        "X": -8108.56,
+                        "Y": -83.53,
+                        "Z": -1627.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552800,269 +552267,131 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 65,
-                        "Coding LOC": 22,
-                        "Documentation LOC": 36,
-                        "Structural Magnitude": 35.04,
-                        "Control Flow Ratio": "57.1%",
+                        "Total LOC": 228,
+                        "Coding LOC": 166,
+                        "Documentation LOC": 41,
+                        "Structural Magnitude": 54.42,
+                        "Control Flow Ratio": "48.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.386
+                        "Raw Cognitive Density": 0.657
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.86%",
-                        "Error & Exception Exposure": "91.18%",
-                        "Tech Debt Exposure": "99.96%",
-                        "Testing Exposure": "2.99%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "40.77%",
+                        "Error & Exception Exposure": "78.28%",
+                        "Tech Debt Exposure": "92.2%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "1.28%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "99.95%",
+                        "Commented Logic Exposure": "6.88%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.15%",
+                        "Documentation Exposure": "15.66%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 35,
-                            "End Line": 39
+                            "Function Name": "portbuild::build_getmaketype",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 92,
+                            "End Line": 92
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 42,
-                            "End Line": 44
+                            "Function Name": "portbuild::build_getjobs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 142,
+                            "End Line": 142
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 61,
-                            "End Line": 64
+                            "Function Name": "portbuild::build_getargs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 175,
+                            "End Line": 175
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 52,
+                            "Function Name": "portbuild::build_getjobsarg",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 64
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 12,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 5,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 3,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/curl/gnv_curl_configure.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "gnv_curl_configure.sh",
-                        "Path": "shell/curl/gnv_curl_configure.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) John Malmberg",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .sh)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5341.61,
-                        "Y": 200.5,
-                        "Z": -840.05
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 45,
-                        "Coding LOC": 8,
-                        "Documentation LOC": 36,
-                        "Structural Magnitude": 7.36,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.625
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "88.99%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.38%",
-                        "API Exposure": "8.41%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "53.33%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.76%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 187,
+                            "End Line": 187
+                        },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 44,
+                            "Function Name": "portbuild::build_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 204,
+                            "End Line": 204
+                        },
+                        {
+                            "Function Name": "portbuild::build_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 215,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "portbuild::add_automatic_buildsystem_dependencies",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 44
+                            "Start Line": 71,
+                            "End Line": 71
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 24,
+                        "Sequential Logic Declarations": 26,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 7,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 40,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 10,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 2,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553076,17 +552405,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 5,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Space Indentations": 126,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -553103,15 +552432,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 4,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 7,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553121,7 +552450,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -553135,29 +552464,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "portprogress",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/initscript.sh": {
+                "tcl/macports_port_api/portbump.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "initscript.sh",
-                        "Path": "shell/curl/initscript.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portbump.tcl",
+                        "Path": "tcl/macports_port_api/portbump.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5506.93,
-                        "Y": 190.25,
-                        "Z": -1211.29
+                        "X": -7236.67,
+                        "Y": -68.34,
+                        "Z": -783.03
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553166,181 +552498,111 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 298,
-                        "Coding LOC": 170,
-                        "Documentation LOC": 71,
-                        "Structural Magnitude": 239.4,
-                        "Control Flow Ratio": "74.5%",
+                        "Total LOC": 378,
+                        "Coding LOC": 224,
+                        "Documentation LOC": 110,
+                        "Structural Magnitude": 192.38,
+                        "Control Flow Ratio": "71.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.274
+                        "Raw Cognitive Density": 1.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "92.94%",
-                        "Error & Exception Exposure": "65.83%",
-                        "Tech Debt Exposure": "85.38%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.29%",
+                        "Cognitive Load Exposure": "76.15%",
+                        "Error & Exception Exposure": "96.5%",
+                        "Tech Debt Exposure": "57.2%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "1.17%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "8.35%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "43.31%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "make_module",
-                            "Structural Impact": 67.1,
-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 175,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "action_needed",
-                            "Structural Impact": 17.7,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 123,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "canonicalize_path",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 140,
-                            "End Line": 164
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 143,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1,
-                            "End Line": 297
+                            "Function Name": "portbump::find_revision_line",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 97,
+                            "End Line": 97
                         },
                         {
-                            "Function Name": "db2_name",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
+                            "Function Name": "portbump::replace_checksums",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 243,
-                            "End Line": 256
-                        },
-                        {
-                            "Function Name": "get_make_vars",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 283,
-                            "End Line": 297
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 46,
-                            "End Line": 51
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 68,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 41,
-                            "End Line": 44
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 59
                         },
                         {
-                            "Function Name": "versioned_copy",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "portbump::reset_revision",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 263,
-                            "End Line": 271
+                            "Start Line": 166,
+                            "End Line": 166
                         },
                         {
-                            "Function Name": "CLcommand",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 27,
-                            "End Line": 29
+                            "Function Name": "portbump::bump_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 179,
+                            "End Line": 179
                         },
                         {
-                            "Function Name": "setenv",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "portbump::bump_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 38
+                            "Start Line": 189,
+                            "End Line": 189
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 79,
-                        "Sequential Logic Declarations": 27,
-                        "Function Parameters": 26,
-                        "Function/Method Declarations": 8,
+                        "Control Flow Branches": 55,
+                        "Sequential Logic Declarations": 22,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 40,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 38,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 73,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 2,
+                        "I/O and Network Boundaries": 28,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 178,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
+                        "UI / View Layer Components": 2,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 103,
+                        "Scientific & Mathematical Operations": 5,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553352,26 +552614,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 4,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 13,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 118,
+                        "Structural Space Indentations": 204,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 7,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 11,
-                        "Regex Execution": 17,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -553381,15 +552643,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 44,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 44,
-                        "Design Short Vars": 5,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553399,49 +552661,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 2,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/config400.default",
-                        "$SCRIPTDIR/config400.override",
-                        "file",
-                        "name",
-                        "or"
+                        "portchecksum",
+                        "portutil"
                     ]
                 },
-                "shell/curl/make-include.sh": {
+                "tcl/macports_port_api/portchecksum.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make-include.sh",
-                        "Path": "shell/curl/make-include.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portchecksum.tcl",
+                        "Path": "tcl/macports_port_api/portchecksum.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5637.28,
-                        "Y": 235.31,
-                        "Z": -1160.04
+                        "X": -7825.0,
+                        "Y": -48.85,
+                        "Z": -1786.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553450,121 +552709,151 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 107,
-                        "Coding LOC": 49,
-                        "Documentation LOC": 33,
-                        "Structural Magnitude": 58.68,
-                        "Control Flow Ratio": "74.1%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 395,
+                        "Coding LOC": 199,
+                        "Documentation LOC": 135,
+                        "Structural Magnitude": 164.78,
+                        "Control Flow Ratio": "57.1%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 5.24
+                        "Raw Cognitive Density": 1.001
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "58.71%",
-                        "Tech Debt Exposure": "89.01%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "73.2%",
+                        "Error & Exception Exposure": "94.71%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.35%",
+                        "API Exposure": "7.29%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "8.98%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.64%",
+                        "Documentation Exposure": "28.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 73,
-                            "End Line": 87
+                            "Function Name": "portchecksum::verify_checksum_format",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 70,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 99,
-                            "End Line": 102
+                            "Function Name": "portchecksum::parse_checksums",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 112,
+                            "End Line": 112
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 68,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1,
-                            "End Line": 106
+                            "Function Name": "portchecksum::calc_md5",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 191,
+                            "End Line": 191
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 38,
-                            "End Line": 42
+                            "Function Name": "portchecksum::calc_sha1",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 200,
+                            "End Line": 200
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 49,
-                            "End Line": 51
+                            "Function Name": "portchecksum::calc_rmd160",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 209,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "copy_hfile",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "portchecksum::calc_sha256",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 69
+                            "Start Line": 218,
+                            "End Line": 218
+                        },
+                        {
+                            "Function Name": "portchecksum::calc_size",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 227,
+                            "End Line": 227
+                        },
+                        {
+                            "Function Name": "portchecksum::checksum_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 235,
+                            "End Line": 235
+                        },
+                        {
+                            "Function Name": "portchecksum::checksum_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 245,
+                            "End Line": 245
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 7,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 40,
+                        "Sequential Logic Declarations": 30,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
+                        "Defensive Programming Constructs": 6,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 26,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 24,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 137,
+                        "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 39,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553578,24 +552867,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
+                        "Structural Space Indentations": 169,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 6,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -553605,15 +552894,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 9,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553623,46 +552912,45 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/initscript.sh",
-                        "program"
+                        "portutil"
                     ]
                 },
-                "shell/curl/make-src.sh": {
+                "tcl/macports_port_api/portclean.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make-src.sh",
-                        "Path": "shell/curl/make-src.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portclean.tcl",
+                        "Path": "tcl/macports_port_api/portclean.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5308.74,
-                        "Y": 165.41,
-                        "Z": -1608.58
+                        "X": -6945.36,
+                        "Y": 32.05,
+                        "Z": -998.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553671,141 +552959,121 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 119,
-                        "Coding LOC": 52,
-                        "Documentation LOC": 39,
-                        "Structural Magnitude": 101.04,
-                        "Control Flow Ratio": "82.9%",
+                        "Total LOC": 297,
+                        "Coding LOC": 219,
+                        "Documentation LOC": 51,
+                        "Structural Magnitude": 102.38,
+                        "Control Flow Ratio": "83.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 7.5
+                        "Raw Cognitive Density": 1.056
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.38%",
-                        "Error & Exception Exposure": "91.83%",
-                        "Tech Debt Exposure": "86.14%",
-                        "Testing Exposure": "2.77%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "77.27%",
+                        "Error & Exception Exposure": "76.47%",
+                        "Tech Debt Exposure": "69.22%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "1.22%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.18%",
+                        "Documentation Exposure": "13.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 36,
-                            "End Line": 39
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
+                            "Function Name": "portclean::clean_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 51,
-                            "End Line": 55
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 1,
-                            "End Line": 118
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 103,
-                            "End Line": 109
+                            "Function Name": "portclean::clean_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 61,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 66,
-                            "End Line": 70
+                            "Function Name": "portclean::clean_dist",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 94,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 72,
-                            "End Line": 75
+                            "Function Name": "portclean::clean_work",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 93,
-                            "End Line": 95
+                            "Function Name": "portclean::clean_logs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 227,
+                            "End Line": 227
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 114,
-                            "End Line": 118
+                            "Function Name": "portclean::clean_archive",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 244,
+                            "End Line": 244
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 29,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 62,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 18,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 24,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 58,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 88,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 6,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 64,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553817,26 +553085,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 194,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 6,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -553846,15 +553114,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 24,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 24,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 6,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553864,7 +553132,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -553884,26 +553152,26 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/initscript.sh",
-                        "lists."
+                        "Pextlib",
+                        "portutil"
                     ]
                 },
-                "shell/curl/make-tests.sh": {
+                "tcl/macports_port_api/portdeactivate.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make-tests.sh",
-                        "Path": "shell/curl/make-tests.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portdeactivate.tcl",
+                        "Path": "tcl/macports_port_api/portdeactivate.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6082.02,
-                        "Y": 258.45,
-                        "Z": -1127.94
+                        "X": -6896.74,
+                        "Y": -17.15,
+                        "Z": -594.26
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553912,81 +553180,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 145,
-                        "Coding LOC": 75,
-                        "Documentation LOC": 42,
-                        "Structural Magnitude": 114.4,
-                        "Control Flow Ratio": "76.7%",
+                        "Total LOC": 75,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 8.66,
+                        "Control Flow Ratio": "60.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.79
+                        "Raw Cognitive Density": 0.576
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.0%",
-                        "Error & Exception Exposure": "82.63%",
-                        "Tech Debt Exposure": "62.25%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "33.25%",
+                        "Error & Exception Exposure": "78.71%",
+                        "Tech Debt Exposure": "99.94%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "1.6%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "93.98%",
+                        "Commented Logic Exposure": "14.19%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.69%",
+                        "Documentation Exposure": "36.49%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "build_all_programs",
-                            "Structural Impact": 58.0,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 39,
-                            "End Line": 124
+                            "Function Name": "portdeactivate::deactivate_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 50,
+                            "End Line": 50
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1,
-                            "End Line": 144
+                            "Function Name": "portdeactivate::deactivate_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 58,
+                            "End Line": 58
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 33,
-                        "Sequential Logic Declarations": 10,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 4,
                         "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 48,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 4,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 2,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 53,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553998,26 +553266,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 5,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 64,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554027,15 +553295,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 25,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 25,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554045,7 +553313,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554059,32 +553327,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/initscript.sh",
-                        "is"
+                        "portutil"
                     ]
                 },
-                "shell/curl/make_gnv_curl_install.sh": {
+                "tcl/macports_port_api/portdepends.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make_gnv_curl_install.sh",
-                        "Path": "shell/curl/make_gnv_curl_install.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) John Malmberg",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Filename": "portdepends.tcl",
+                        "Path": "tcl/macports_port_api/portdepends.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
+                        "Folder Dominant Lang": "tcl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .sh)"
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6481.0,
-                        "Y": 294.98,
-                        "Z": -1618.67
+                        "X": -8291.68,
+                        "Y": -149.66,
+                        "Z": -1143.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554093,56 +553360,66 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 45,
-                        "Coding LOC": 12,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 8.44,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 75,
+                        "Coding LOC": 31,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 5.62,
+                        "Control Flow Ratio": "42.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.417
+                        "Raw Cognitive Density": 0.258
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.99%",
-                        "API Exposure": "9.36%",
+                        "Cognitive Load Exposure": "12.26%",
+                        "Error & Exception Exposure": "75.9%",
+                        "Tech Debt Exposure": "99.97%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "1.6%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "80.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "79.56%",
+                        "Documentation Exposure": "35.12%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 44,
+                            "Function Name": "portdepends::validate_depends_options",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 44
+                            "Start Line": 57,
+                            "End Line": 57
+                        },
+                        {
+                            "Function Name": "portdepends::validate_depends_options_new",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 72,
+                            "End Line": 72
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 8,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -554156,8 +553433,8 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 2,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -554171,24 +553448,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 6,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554198,15 +553475,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554216,7 +553493,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554230,29 +553507,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "portutil"
+                    ]
                 },
-                "shell/curl/shellcheck-ci.sh": {
+                "tcl/macports_port_api/portdestroot.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "shellcheck-ci.sh",
-                        "Path": "shell/curl/shellcheck-ci.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "portdestroot.tcl",
+                        "Path": "tcl/macports_port_api/portdestroot.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5206.48,
-                        "Y": 78.57,
-                        "Z": -2062.2
+                        "X": -7978.88,
+                        "Y": -120.86,
+                        "Z": -1065.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554261,93 +553540,103 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 31,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 13.88,
-                        "Control Flow Ratio": "29.6%",
+                        "Total LOC": 454,
+                        "Coding LOC": 348,
+                        "Documentation LOC": 71,
+                        "Structural Magnitude": 185.96,
+                        "Control Flow Ratio": "83.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.737
+                        "Raw Cognitive Density": 1.052
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.11%",
-                        "Error & Exception Exposure": "80.0%",
-                        "Tech Debt Exposure": "99.99%",
-                        "Testing Exposure": "2.69%",
-                        "API Exposure": "4.0%",
+                        "Cognitive Load Exposure": "76.97%",
+                        "Error & Exception Exposure": "88.76%",
+                        "Tech Debt Exposure": "78.1%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.13%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "11.83%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "77.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "26.7%",
-                            "Start Line": 13,
-                            "End Line": 20
+                            "Function Name": "portdestroot::destroot_getargs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 71,
+                            "End Line": 71
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 23,
-                            "End Line": 30
+                            "Function Name": "portdestroot::destroot_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 83,
+                            "End Line": 83
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "portdestroot::destroot_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 30
+                            "Start Line": 128,
+                            "End Line": 128
+                        },
+                        {
+                            "Function Name": "portdestroot::destroot_finish",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 145,
+                            "End Line": 145
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
+                        "Control Flow Branches": 95,
                         "Sequential Logic Declarations": 19,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
+                        "I/O and Network Boundaries": 78,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "State Mutations / Variable Reassignments": 172,
+                        "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 6,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -554357,26 +553646,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 9,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 2,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 314,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 3,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554394,7 +553683,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554404,43 +553693,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "fileutil",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/shellcheck.sh": {
+                "tcl/macports_port_api/portdistcheck.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "shellcheck.sh",
-                        "Path": "shell/curl/shellcheck.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "portdistcheck.tcl",
+                        "Path": "tcl/macports_port_api/portdistcheck.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6336.03,
-                        "Y": 288.59,
-                        "Z": -2215.09
+                        "X": -7211.09,
+                        "Y": 26.16,
+                        "Z": -1722.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554449,71 +553741,71 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 14,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 3,
-                        "Structural Magnitude": 1.74,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 143,
+                        "Coding LOC": 93,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 72.36,
+                        "Control Flow Ratio": "85.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.857
+                        "Raw Cognitive Density": 1.051
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.15%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "76.93%",
+                        "Error & Exception Exposure": "95.94%",
+                        "Tech Debt Exposure": "47.98%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.39%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "46.67%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "37.23%",
+                        "Documentation Exposure": "19.63%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "portdistcheck::distcheck_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 13
+                            "Start Line": 53,
+                            "End Line": 53
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
+                        "Control Flow Branches": 23,
                         "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 68,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 2,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -554527,24 +553819,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Space Indentations": 79,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554572,7 +553864,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554586,29 +553878,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 3,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "portfetch",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/typos.sh": {
+                "tcl/macports_port_api/portdistfiles.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "typos.sh",
-                        "Path": "shell/curl/typos.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "portdistfiles.tcl",
+                        "Path": "tcl/macports_port_api/portdistfiles.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5039.22,
-                        "Y": 128.17,
-                        "Z": -1721.33
+                        "X": -7605.63,
+                        "Y": -3.2,
+                        "Z": -1802.56
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554617,71 +553912,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 8,
-                        "Documentation LOC": 3,
-                        "Structural Magnitude": 1.86,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 102,
+                        "Coding LOC": 48,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 17.96,
+                        "Control Flow Ratio": "61.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.75
+                        "Raw Cognitive Density": 0.812
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.31%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "56.22%",
+                        "Error & Exception Exposure": "74.75%",
+                        "Tech Debt Exposure": "98.62%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "1.5%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "99.98%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "53.33%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "41.48%",
+                        "Documentation Exposure": "26.53%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "portdistfiles::distfiles_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 14
+                            "Start Line": 49,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "portdistfiles::distfiles_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 54,
+                            "End Line": 54
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 13,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -554701,11 +554006,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4,
+                        "Structural Space Indentations": 31,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -554730,7 +554035,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554740,7 +554045,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554754,41 +554059,21 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 4,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "tcl/macports_port_api": {
-            "Directory Group Magnitude": 2443.68,
-            "File Count": 18,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "64.97%",
-                "Error & Exception Exposure": "86.12%",
-                "Tech Debt Exposure": "61.36%",
-                "Testing Exposure": "2.33%",
-                "API Exposure": "2.76%",
-                "Concurrency Exposure": "1.54%",
-                "State Flux Exposure": "94.08%",
-                "Commented Logic Exposure": "4.74%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "23.74%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "tcl/macports_port_api/fetch_common.tcl": {
+                    "9. Extracted Dependencies": [
+                        "portchecksum",
+                        "portfetch",
+                        "portutil"
+                    ]
+                },
+                "tcl/macports_port_api/portextract.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "fetch_common.tcl",
-                        "Path": "tcl/macports_port_api/fetch_common.tcl",
+                        "Filename": "portextract.tcl",
+                        "Path": "tcl/macports_port_api/portextract.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -554798,9 +554083,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7061.63,
-                        "Y": 53.06,
-                        "Z": -1290.89
+                        "X": -7289.73,
+                        "Y": -96.89,
+                        "Z": -426.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554809,143 +554094,153 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 281,
-                        "Coding LOC": 190,
-                        "Documentation LOC": 58,
-                        "Structural Magnitude": 177.7,
-                        "Control Flow Ratio": "66.7%",
+                        "Total LOC": 278,
+                        "Coding LOC": 202,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 63.04,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.039
+                        "Raw Cognitive Density": 0.817
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.09%",
-                        "Error & Exception Exposure": "97.13%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "56.64%",
+                        "Error & Exception Exposure": "74.62%",
+                        "Tech Debt Exposure": "58.58%",
                         "Testing Exposure": "2.34%",
-                        "API Exposure": "6.68%",
+                        "API Exposure": "7.74%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "8.63%",
+                        "State Flux Exposure": "99.47%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "41.18%",
+                        "Documentation Exposure": "45.39%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portfetch::mirror_sites",
-                            "Structural Impact": 2.3,
+                            "Function Name": "portextract::set_extract_type",
+                            "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 104,
-                            "End Line": 104
+                            "Start Line": 158,
+                            "End Line": 158
                         },
                         {
-                            "Function Name": "portfetch::assemble_url",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portextract::disttagclean",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 77,
-                            "End Line": 77
+                            "Start Line": 194,
+                            "End Line": 194
                         },
                         {
-                            "Function Name": "portfetch::checksites",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portextract::extract_start",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 162,
-                            "End Line": 162
+                            "Start Line": 204,
+                            "End Line": 204
                         },
                         {
-                            "Function Name": "portfetch::sortsites",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portextract::extract_main",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 231,
-                            "End Line": 231
+                            "Start Line": 224,
+                            "End Line": 224
                         },
                         {
-                            "Function Name": "portfetch::percent_encode",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portextract::get_extract_cmd",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 49
+                            "Start Line": 74,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "portfetch::separate_tag",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portextract::get_extract_pre_args",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 87,
-                            "End Line": 87
+                            "Start Line": 101,
+                            "End Line": 101
                         },
                         {
-                            "Function Name": "portfetch::get_urls",
+                            "Function Name": "portextract::get_extract_post_args",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 254
+                            "Start Line": 118,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "portfetch::check_dns",
+                            "Function Name": "portextract::get_extract_suffix",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 275,
-                            "End Line": 275
+                            "Start Line": 135,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "portextract::add_extract_deps",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 172,
+                            "End Line": 172
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 50,
-                        "Sequential Logic Declarations": 25,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 8,
+                        "Control Flow Branches": 56,
+                        "Sequential Logic Declarations": 56,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 4,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 152,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 37,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 12,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 6,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -554957,17 +554252,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 2,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 167,
+                        "Structural Space Indentations": 159,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -555016,21 +554311,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
                     "9. Extracted Dependencies": [
-                        "$mirrorfile",
-                        "Pextlib",
+                        "port",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portactivate.tcl": {
+                "tcl/macports_port_api/portfetch.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portactivate.tcl",
-                        "Path": "tcl/macports_port_api/portactivate.tcl",
+                        "Filename": "portfetch.tcl",
+                        "Path": "tcl/macports_port_api/portfetch.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -555040,9 +554334,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7984.64,
-                        "Y": -125.15,
-                        "Z": -374.84
+                        "X": -7802.61,
+                        "Y": -126.43,
+                        "Z": -981.13
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555051,534 +554345,303 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 109,
-                        "Coding LOC": 56,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 25.62,
-                        "Control Flow Ratio": "53.3%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 762,
+                        "Coding LOC": 581,
+                        "Documentation LOC": 97,
+                        "Structural Magnitude": 304.42,
+                        "Control Flow Ratio": "61.4%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.911
+                        "Raw Cognitive Density": 1.003
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.54%",
-                        "Error & Exception Exposure": "84.62%",
-                        "Tech Debt Exposure": "99.39%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "1.47%",
+                        "Cognitive Load Exposure": "73.34%",
+                        "Error & Exception Exposure": "82.83%",
+                        "Tech Debt Exposure": "11.64%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "9.44%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "10.21%",
+                        "Commented Logic Exposure": "5.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "24.09%",
+                        "Documentation Exposure": "38.01%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portactivate::activate_start",
+                            "Function Name": "portfetch::set_fetch_type",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 127
+                        },
+                        {
+                            "Function Name": "portfetch::fetchfiles",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 451,
+                            "End Line": 451
+                        },
+                        {
+                            "Function Name": "portfetch::find_git_path",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 53
+                            "Start Line": 158,
+                            "End Line": 158
                         },
                         {
-                            "Function Name": "portactivate::activate_main",
+                            "Function Name": "portfetch::suffix",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 61,
-                            "End Line": 61
+                            "Start Line": 172,
+                            "End Line": 172
                         },
                         {
-                            "Function Name": "portactivate::activate_finish",
+                            "Function Name": "portfetch::checkpatchfiles",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 85,
-                            "End Line": 85
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 7,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 19,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 37,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portbuild.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portbuild.tcl",
-                        "Path": "tcl/macports_port_api/portbuild.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8108.56,
-                        "Y": -83.53,
-                        "Z": -1627.52
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 228,
-                        "Coding LOC": 166,
-                        "Documentation LOC": 41,
-                        "Structural Magnitude": 54.42,
-                        "Control Flow Ratio": "48.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.657
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "40.77%",
-                        "Error & Exception Exposure": "78.28%",
-                        "Tech Debt Exposure": "92.2%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "1.28%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.95%",
-                        "Commented Logic Exposure": "6.88%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.66%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 178,
+                            "End Line": 178
+                        },
                         {
-                            "Function Name": "portbuild::build_getmaketype",
+                            "Function Name": "portfetch::checkdistfiles",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 92,
-                            "End Line": 92
+                            "Start Line": 201,
+                            "End Line": 201
                         },
                         {
-                            "Function Name": "portbuild::build_getjobs",
+                            "Function Name": "portfetch::checkfiles",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 142,
-                            "End Line": 142
+                            "Start Line": 229,
+                            "End Line": 229
                         },
                         {
-                            "Function Name": "portbuild::build_getargs",
+                            "Function Name": "portfetch::bzrfetch",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 175,
-                            "End Line": 175
+                            "Start Line": 247,
+                            "End Line": 247
                         },
                         {
-                            "Function Name": "portbuild::build_getjobsarg",
+                            "Function Name": "portfetch::cvsfetch",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 187,
-                            "End Line": 187
+                            "Start Line": 287,
+                            "End Line": 287
                         },
                         {
-                            "Function Name": "portbuild::build_start",
+                            "Function Name": "portfetch::svn_proxy_args",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 204,
-                            "End Line": 204
+                            "Start Line": 336,
+                            "End Line": 336
                         },
                         {
-                            "Function Name": "portbuild::build_main",
+                            "Function Name": "portfetch::svnfetch",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 215,
-                            "End Line": 215
+                            "Start Line": 357,
+                            "End Line": 357
                         },
                         {
-                            "Function Name": "portbuild::add_automatic_buildsystem_dependencies",
-                            "Structural Impact": 1.1,
+                            "Function Name": "portfetch::gitfetch",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 71,
-                            "End Line": 71
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 24,
-                        "Sequential Logic Declarations": 26,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 40,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 126,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portprogress",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portbump.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portbump.tcl",
-                        "Path": "tcl/macports_port_api/portbump.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7236.67,
-                        "Y": -68.34,
-                        "Z": -783.03
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 378,
-                        "Coding LOC": 224,
-                        "Documentation LOC": 110,
-                        "Structural Magnitude": 192.38,
-                        "Control Flow Ratio": "71.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.04
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.15%",
-                        "Error & Exception Exposure": "96.5%",
-                        "Tech Debt Exposure": "57.2%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "1.17%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 395,
+                            "End Line": 395
+                        },
                         {
-                            "Function Name": "portbump::find_revision_line",
-                            "Structural Impact": 2.3,
+                            "Function Name": "portfetch::hgfetch",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 97,
-                            "End Line": 97
+                            "Start Line": 427,
+                            "End Line": 427
                         },
                         {
-                            "Function Name": "portbump::replace_checksums",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portfetch::fetch_deletefiles",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 59
+                            "Start Line": 601,
+                            "End Line": 601
                         },
                         {
-                            "Function Name": "portbump::reset_revision",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portfetch::fetch_addfilestomap",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 166,
-                            "End Line": 166
+                            "Start Line": 612,
+                            "End Line": 612
                         },
                         {
-                            "Function Name": "portbump::bump_start",
+                            "Function Name": "portfetch::fetch_async_start",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 179,
-                            "End Line": 179
+                            "Start Line": 635,
+                            "End Line": 635
                         },
                         {
-                            "Function Name": "portbump::bump_main",
+                            "Function Name": "portfetch::fetch_init",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 189
+                            "Start Line": 685,
+                            "End Line": 685
+                        },
+                        {
+                            "Function Name": "portfetch::fetch_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 724,
+                            "End Line": 724
+                        },
+                        {
+                            "Function Name": "portfetch::fetch_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 743,
+                            "End Line": 743
+                        },
+                        {
+                            "Function Name": "portfetch::get_full_mirror_sites_path",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 222,
+                            "End Line": 222
+                        },
+                        {
+                            "Function Name": "portfetch::files_present",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 623,
+                            "End Line": 623
+                        },
+                        {
+                            "Function Name": "portfetch::_async_cleanup",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 655,
+                            "End Line": 655
+                        },
+                        {
+                            "Function Name": "portfetch::start_pings",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 665,
+                            "End Line": 665
+                        },
+                        {
+                            "Function Name": "portfetch::_fetch_start",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 693,
+                            "End Line": 693
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 55,
-                        "Sequential Logic Declarations": 22,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 5,
+                        "Control Flow Branches": 132,
+                        "Sequential Logic Declarations": 83,
+                        "Function Parameters": 24,
+                        "Function/Method Declarations": 24,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 28,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 178,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 38,
+                        "Type/Safety Bypasses": 4,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 38,
+                        "Exposed API / Public Exports": 25,
+                        "State Mutations / Variable Reassignments": 233,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 2,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
+                        "Global State Dependencies": 24,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 5,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -555588,19 +554651,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 13,
+                        "Fatal Aborts & Exceptions": 15,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 9,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 204,
+                        "Structural Space Indentations": 472,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -555625,7 +554688,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -555635,34 +554698,36 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
+                        "Sec Tainted Injection": 5,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "portchecksum",
+                        "Pextlib",
+                        "fetch_common",
+                        "portextract",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portchecksum.tcl": {
+                "tcl/macports_port_api/portinstall.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portchecksum.tcl",
-                        "Path": "tcl/macports_port_api/portchecksum.tcl",
+                        "Filename": "portinstall.tcl",
+                        "Path": "tcl/macports_port_api/portinstall.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -555672,9 +554737,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7825.0,
-                        "Y": -48.85,
-                        "Z": -1786.98
+                        "X": -7441.22,
+                        "Y": -50.38,
+                        "Z": -1498.05
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555684,149 +554749,99 @@
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
                         "Total LOC": 395,
-                        "Coding LOC": 199,
-                        "Documentation LOC": 135,
-                        "Structural Magnitude": 164.78,
-                        "Control Flow Ratio": "57.1%",
-                        "Popularity Rank": 3,
+                        "Coding LOC": 282,
+                        "Documentation LOC": 78,
+                        "Structural Magnitude": 203.94,
+                        "Control Flow Ratio": "76.3%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.001
+                        "Raw Cognitive Density": 0.991
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.2%",
-                        "Error & Exception Exposure": "94.71%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "7.29%",
+                        "Cognitive Load Exposure": "72.4%",
+                        "Error & Exception Exposure": "94.77%",
+                        "Tech Debt Exposure": "34.56%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "1.16%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "8.98%",
+                        "Commented Logic Exposure": "5.88%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.14%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portchecksum::verify_checksum_format",
+                            "Function Name": "portinstall::create_archive",
                             "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 70,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "portchecksum::parse_checksums",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
                             "Start Line": 112,
                             "End Line": 112
                         },
                         {
-                            "Function Name": "portchecksum::calc_md5",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 191,
-                            "End Line": 191
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_sha1",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 200,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_rmd160",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 209,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_sha256",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 218,
-                            "End Line": 218
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_size",
+                            "Function Name": "portinstall::get_path_commit",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 227,
-                            "End Line": 227
+                            "Start Line": 57,
+                            "End Line": 57
                         },
                         {
-                            "Function Name": "portchecksum::checksum_start",
+                            "Function Name": "portinstall::install_start",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 235,
-                            "End Line": 235
+                            "Start Line": 94,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "portchecksum::checksum_main",
+                            "Function Name": "portinstall::install_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 245
+                            "Start Line": 285,
+                            "End Line": 285
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 40,
-                        "Sequential Logic Declarations": 30,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
+                        "Control Flow Branches": 58,
+                        "Sequential Logic Declarations": 18,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 6,
+                        "Defensive Programming Constructs": 11,
                         "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 24,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 137,
-                        "Commented-out Code (Dead Logic)": 3,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 48,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 191,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
+                        "Scientific & Mathematical Operations": 4,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -555839,19 +554854,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 26,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 169,
+                        "Structural Space Indentations": 261,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -555876,7 +554891,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -555893,26 +554908,27 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 2,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
+                        "machista",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portclean.tcl": {
+                "tcl/macports_port_api/portlint.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portclean.tcl",
-                        "Path": "tcl/macports_port_api/portclean.tcl",
+                        "Filename": "portlint.tcl",
+                        "Path": "tcl/macports_port_api/portlint.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -555922,9 +554938,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6945.36,
-                        "Y": 32.05,
-                        "Z": -998.43
+                        "X": -7565.26,
+                        "Y": -78.71,
+                        "Z": -1053.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555933,122 +554949,122 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 297,
-                        "Coding LOC": 219,
-                        "Documentation LOC": 51,
-                        "Structural Magnitude": 102.38,
-                        "Control Flow Ratio": "83.8%",
+                        "Total LOC": 928,
+                        "Coding LOC": 721,
+                        "Documentation LOC": 92,
+                        "Structural Magnitude": 582.42,
+                        "Control Flow Ratio": "82.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.056
+                        "Raw Cognitive Density": 1.034
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "77.27%",
-                        "Error & Exception Exposure": "76.47%",
-                        "Tech Debt Exposure": "69.22%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "1.22%",
-                        "Concurrency Exposure": "0.0%",
+                        "Cognitive Load Exposure": "75.72%",
+                        "Error & Exception Exposure": "95.92%",
+                        "Tech Debt Exposure": "40.91%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.01%",
+                        "Concurrency Exposure": "27.76%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "6.84%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.74%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portclean::clean_start",
+                            "Function Name": "portlint::seems_utf8",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 51,
-                            "End Line": 51
+                            "Start Line": 87,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "portclean::clean_main",
+                            "Function Name": "portlint::lint_checksum_type_list",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 61,
-                            "End Line": 61
+                            "Start Line": 125,
+                            "End Line": 125
                         },
                         {
-                            "Function Name": "portclean::clean_dist",
+                            "Function Name": "portlint::lint_checksum",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 94,
-                            "End Line": 94
+                            "Start Line": 157,
+                            "End Line": 157
                         },
                         {
-                            "Function Name": "portclean::clean_work",
+                            "Function Name": "portlint::lint_platforms",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 177,
-                            "End Line": 177
+                            "Start Line": 258,
+                            "End Line": 258
                         },
                         {
-                            "Function Name": "portclean::clean_logs",
+                            "Function Name": "portlint::lint_start",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 227,
-                            "End Line": 227
+                            "Start Line": 283,
+                            "End Line": 283
                         },
                         {
-                            "Function Name": "portclean::clean_archive",
+                            "Function Name": "portlint::lint_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 244,
-                            "End Line": 244
+                            "Start Line": 288,
+                            "End Line": 288
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 62,
-                        "Sequential Logic Declarations": 12,
+                        "Control Flow Branches": 182,
+                        "Sequential Logic Declarations": 38,
                         "Function Parameters": 6,
                         "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 24,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 30,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
+                        "I/O and Network Boundaries": 14,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 88,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "State Mutations / Variable Reassignments": 552,
+                        "Commented-out Code (Dead Logic)": 4,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
+                        "Global State Dependencies": 10,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 6,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -556063,15 +555079,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 44,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 194,
+                        "Structural Space Indentations": 697,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556122,18 +555138,18 @@
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Pextlib",
+                        "portchecksum",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portdeactivate.tcl": {
+                "tcl/macports_port_api/portlivecheck.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portdeactivate.tcl",
-                        "Path": "tcl/macports_port_api/portdeactivate.tcl",
+                        "Filename": "portlivecheck.tcl",
+                        "Path": "tcl/macports_port_api/portlivecheck.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -556143,9 +555159,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6896.74,
-                        "Y": -17.15,
-                        "Z": -594.26
+                        "X": -7647.78,
+                        "Y": -103.05,
+                        "Z": -382.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556154,80 +555170,100 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 8.66,
-                        "Control Flow Ratio": "60.0%",
+                        "Total LOC": 364,
+                        "Coding LOC": 286,
+                        "Documentation LOC": 52,
+                        "Structural Magnitude": 174.92,
+                        "Control Flow Ratio": "82.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.576
+                        "Raw Cognitive Density": 1.065
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "33.25%",
-                        "Error & Exception Exposure": "78.71%",
-                        "Tech Debt Exposure": "99.94%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "1.6%",
+                        "Cognitive Load Exposure": "77.88%",
+                        "Error & Exception Exposure": "90.54%",
+                        "Tech Debt Exposure": "33.98%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.17%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "93.98%",
-                        "Commented Logic Exposure": "14.19%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "36.49%",
+                        "Documentation Exposure": "13.25%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdeactivate::deactivate_start",
+                            "Function Name": "portlivecheck::_livecheck_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 50,
-                            "End Line": 50
+                            "Start Line": 81,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "portdeactivate::deactivate_main",
+                            "Function Name": "portlivecheck::livecheck_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 58,
-                            "End Line": 58
+                            "Start Line": 361,
+                            "End Line": 361
+                        },
+                        {
+                            "Function Name": "portlivecheck::livecheck_async_start",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "portlivecheck::_async_cleanup",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 68,
+                            "End Line": 68
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 85,
+                        "Sequential Logic Declarations": 18,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 14,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 12,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 4,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 163,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -556242,17 +555278,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 8,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 7,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
+                        "Structural Space Indentations": 255,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556277,7 +555313,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556287,33 +555323,34 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 3,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 3,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
+                        "portfetch",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portdepends.tcl": {
+                "tcl/macports_port_api/portload.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portdepends.tcl",
-                        "Path": "tcl/macports_port_api/portdepends.tcl",
+                        "Filename": "portload.tcl",
+                        "Path": "tcl/macports_port_api/portload.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -556323,9 +555360,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8291.68,
-                        "Y": -149.66,
-                        "Z": -1143.85
+                        "X": -6767.66,
+                        "Y": 9.14,
+                        "Z": -1291.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556334,74 +555371,64 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 31,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 5.62,
-                        "Control Flow Ratio": "42.9%",
+                        "Total LOC": 93,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 31,
+                        "Structural Magnitude": 28.58,
+                        "Control Flow Ratio": "81.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.258
+                        "Raw Cognitive Density": 1.157
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.26%",
-                        "Error & Exception Exposure": "75.9%",
-                        "Tech Debt Exposure": "99.97%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "1.6%",
+                        "Cognitive Load Exposure": "83.61%",
+                        "Error & Exception Exposure": "88.28%",
+                        "Tech Debt Exposure": "84.11%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "1.53%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.12%",
+                        "Documentation Exposure": "28.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdepends::validate_depends_options",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 57,
-                            "End Line": 57
-                        },
-                        {
-                            "Function Name": "portdepends::validate_depends_options_new",
-                            "Structural Impact": 2.0,
+                            "Function Name": "portload::load_main",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 72
+                            "Start Line": 49,
+                            "End Line": 49
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
+                        "Control Flow Branches": 17,
                         "Sequential Logic Declarations": 4,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Defensive Programming Constructs": 3,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
+                        "I/O and Network Boundaries": 1,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "State Mutations / Variable Reassignments": 25,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -556422,9 +555449,9 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
@@ -556432,7 +555459,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 41,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556457,7 +555484,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556490,10 +555517,10 @@
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portdestroot.tcl": {
+                "tcl/macports_port_api/portmain.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portdestroot.tcl",
-                        "Path": "tcl/macports_port_api/portdestroot.tcl",
+                        "Filename": "portmain.tcl",
+                        "Path": "tcl/macports_port_api/portmain.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -556503,9 +555530,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7978.88,
-                        "Y": -120.86,
-                        "Z": -1065.73
+                        "X": -8120.7,
+                        "Y": -125.97,
+                        "Z": -728.01
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556514,88 +555541,108 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 454,
-                        "Coding LOC": 348,
-                        "Documentation LOC": 71,
-                        "Structural Magnitude": 185.96,
-                        "Control Flow Ratio": "83.3%",
+                        "Total LOC": 255,
+                        "Coding LOC": 181,
+                        "Documentation LOC": 50,
+                        "Structural Magnitude": 78.52,
+                        "Control Flow Ratio": "57.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.052
+                        "Raw Cognitive Density": 0.906
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.97%",
-                        "Error & Exception Exposure": "88.76%",
-                        "Tech Debt Exposure": "78.1%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.13%",
+                        "Cognitive Load Exposure": "65.12%",
+                        "Error & Exception Exposure": "81.49%",
+                        "Tech Debt Exposure": "98.06%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "1.25%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "11.83%",
+                        "Commented Logic Exposure": "6.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "14.23%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdestroot::destroot_getargs",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portmain::check_option_integer",
+                            "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 71,
-                            "End Line": 71
+                            "Start Line": 65,
+                            "End Line": 65
                         },
                         {
-                            "Function Name": "portdestroot::destroot_start",
+                            "Function Name": "portmain::main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 83,
-                            "End Line": 83
+                            "Start Line": 252,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "portdestroot::destroot_main",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portmain::get_default_subport",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 128
+                            "Start Line": 88,
+                            "End Line": 88
                         },
                         {
-                            "Function Name": "portdestroot::destroot_finish",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portmain::get_subbuildpath",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 145,
-                            "End Line": 145
+                            "Start Line": 97,
+                            "End Line": 97
+                        },
+                        {
+                            "Function Name": "portmain::report_platform_info",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 138,
+                            "End Line": 138
+                        },
+                        {
+                            "Function Name": "portmain::get_source_date_epoch",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 173,
+                            "End Line": 173
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 95,
-                        "Sequential Logic Declarations": 19,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
+                        "Control Flow Branches": 27,
+                        "Sequential Logic Declarations": 20,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 10,
+                        "Defensive Programming Constructs": 8,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 78,
+                        "I/O and Network Boundaries": 16,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 172,
-                        "Commented-out Code (Dead Logic)": 5,
+                        "State Mutations / Variable Reassignments": 66,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -556604,13 +555651,13 @@
                         "Global State Dependencies": 6,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 7,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -556620,19 +555667,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 9,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 314,
+                        "Structural Space Indentations": 109,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556649,15 +555696,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
+                        "Orphaned Logic": 6,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556681,32 +555728,56 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "fileutil",
                         "portutil"
                     ]
-                },
-                "tcl/macports_port_api/portdistcheck.tcl": {
+                }
+            }
+        },
+        "rust/bevy": {
+            "Directory Group Magnitude": 2385.16,
+            "File Count": 7,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "22.4%",
+                "Error & Exception Exposure": "24.74%",
+                "Tech Debt Exposure": "57.68%",
+                "Testing Exposure": "13.45%",
+                "API Exposure": "4.02%",
+                "Concurrency Exposure": "24.29%",
+                "State Flux Exposure": "67.87%",
+                "Commented Logic Exposure": "12.87%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "16.8%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "rust/bevy/bevy_ecs_macros.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "portdistcheck.tcl",
-                        "Path": "tcl/macports_port_api/portdistcheck.tcl",
-                        "Language": "Tcl",
+                        "Filename": "bevy_ecs_macros.rs",
+                        "Path": "rust/bevy/bevy_ecs_macros.rs",
+                        "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
+                        "Alert": "TYPOSQUATTING THREAT: 'proc_macro::TokenStream' mimics 'proc_macro2::TokenStream'",
+                        "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7211.09,
-                        "Y": 26.16,
-                        "Z": -1722.67
+                        "X": 6689.67,
+                        "Y": 41.07,
+                        "Z": -5555.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556715,95 +555786,425 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 143,
-                        "Coding LOC": 93,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 72.36,
-                        "Control Flow Ratio": "85.2%",
+                        "Total LOC": 792,
+                        "Coding LOC": 562,
+                        "Documentation LOC": 144,
+                        "Structural Magnitude": 274.84,
+                        "Control Flow Ratio": "24.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.051
+                        "Raw Cognitive Density": 0.512
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.93%",
-                        "Error & Exception Exposure": "95.94%",
-                        "Tech Debt Exposure": "47.98%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.39%",
+                        "Cognitive Load Exposure": "13.94%",
+                        "Error & Exception Exposure": "31.71%",
+                        "Tech Debt Exposure": "88.47%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "4.33%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "90.57%",
+                        "Commented Logic Exposure": "8.96%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.63%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdistcheck::distcheck_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "derive_system_param_impl",
+                            "Structural Impact": 58.6,
+                            "Lines of Code (LOC)": 237,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "26.8%",
+                            "Start Line": 247,
+                            "End Line": 483
+                        },
+                        {
+                            "Function Name": "derive_bundle",
+                            "Structural Impact": 31.8,
+                            "Lines of Code (LOC)": 155,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "23.9%",
+                            "Start Line": 54,
+                            "End Line": 208
+                        },
+                        {
+                            "Function Name": "derive_settings_group",
+                            "Structural Impact": 16.8,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 564,
+                            "End Line": 617
+                        },
+                        {
+                            "Function Name": "derive_from_world",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 723,
+                            "End Line": 779
+                        },
+                        {
+                            "Function Name": "get_param",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 456,
+                            "End Line": 472
+                        },
+                        {
+                            "Function Name": "derive_map_entities",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 211,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "derive_system_param",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 237,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "get_components",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 158,
+                            "End Line": 175
+                        },
+                        {
+                            "Function Name": "init_access",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 444,
+                            "End Line": 446
+                        },
+                        {
+                            "Function Name": "from_components",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 191,
+                            "End Line": 200
+                        },
+                        {
+                            "Function Name": "apply_effect",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 183
+                        },
+                        {
+                            "Function Name": "apply",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 448,
+                            "End Line": 450
+                        },
+                        {
+                            "Function Name": "queue",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 452,
+                            "End Line": 454
+                        },
+                        {
+                            "Function Name": "build",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 406,
+                            "End Line": 411
+                        },
+                        {
+                            "Function Name": "map_entities",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 229,
+                            "End Line": 231
+                        },
+                        {
+                            "Function Name": "derive_schedule_label",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 53
+                            "Start Line": 500,
+                            "End Line": 509
+                        },
+                        {
+                            "Function Name": "derive_system_set",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 514,
+                            "End Line": 521
+                        },
+                        {
+                            "Function Name": "derive_component",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 714,
+                            "End Line": 720
+                        },
+                        {
+                            "Function Name": "component_ids",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 141,
+                            "End Line": 145
+                        },
+                        {
+                            "Function Name": "get_component_ids",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 147,
+                            "End Line": 151
+                        },
+                        {
+                            "Function Name": "init_state",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 438,
+                            "End Line": 442
+                        },
+                        {
+                            "Function Name": "derive_query_data",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 486,
+                            "End Line": 489
+                        },
+                        {
+                            "Function Name": "derive_query_filter",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 492,
+                            "End Line": 495
+                        },
+                        {
+                            "Function Name": "derive_event",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 528,
+                            "End Line": 531
+                        },
+                        {
+                            "Function Name": "derive_entity_event",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 546,
+                            "End Line": 549
+                        },
+                        {
+                            "Function Name": "derive_message",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 552,
+                            "End Line": 555
+                        },
+                        {
+                            "Function Name": "derive_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 558,
+                            "End Line": 561
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 774,
+                            "End Line": 776
+                        },
+                        {
+                            "Function Name": "derive_from_template",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 782,
+                            "End Line": 785
+                        },
+                        {
+                            "Function Name": "derive_variant_defaults",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 788,
+                            "End Line": 791
+                        },
+                        {
+                            "Function Name": "default",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 50
+                        },
+                        {
+                            "Function Name": "bevy_ecs_path",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 523,
+                            "End Line": 525
+                        },
+                        {
+                            "Function Name": "settings_group_name",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 607,
+                            "End Line": 609
+                        },
+                        {
+                            "Function Name": "settings_source",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 610,
+                            "End Line": 612
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 23,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 58,
+                        "Sequential Logic Declarations": 182,
+                        "Function Parameters": 64,
+                        "Function/Method Declarations": 34,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 59,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 68,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 17,
+                        "State Mutations / Variable Reassignments": 70,
+                        "Commented-out Code (Dead Logic)": 6,
+                        "Structured Documentation Blocks": 132,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 3,
+                        "Closures and Anonymous Functions": 8,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 26,
+                        "Generic Type Abstractions": 42,
+                        "Collection Iterators / Comprehensions": 31,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 7,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 10,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 18,
+                        "Pointer Arithmetic & Addressing": 29,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 6,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 9,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 17,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 79,
+                        "Structural Space Indentations": 477,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556820,15 +556221,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 85,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 79,
+                        "Design Pascal Case": 4,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Short Vars": 5,
+                        "Design Long Vars": 2,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 12,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556841,7 +556242,7 @@
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -556852,32 +556253,53 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 23,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 3,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "portfetch",
-                        "portutil"
+                        "BevyManifest",
+                        "ConstParam",
+                        "Data",
+                        "DeriveInput",
+                        "GenericParam",
+                        "Span",
+                        "ToTokens",
+                        "TypeParam",
+                        "bevy_macro_utils::\n    derive_label",
+                        "crate::\n    component::map_entities",
+                        "ensure_no_collision",
+                        "get_struct_fields",
+                        "parse_quote",
+                        "pascal_to_snake_case",
+                        "proc_macro2::Ident",
+                        "proc_macro::TokenStream",
+                        "punctuated::Punctuated",
+                        "query_data::derive_query_data_impl",
+                        "query_filter::derive_query_filter_impl",
+                        "quote",
+                        "quote::format_ident",
+                        "syn::\n    parse_macro_input",
+                        "token::Comma"
                     ]
                 },
-                "tcl/macports_port_api/portdistfiles.tcl": {
+                "rust/bevy/bevy_ecs_query.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "portdistfiles.tcl",
-                        "Path": "tcl/macports_port_api/portdistfiles.tcl",
-                        "Language": "Tcl",
+                        "Filename": "bevy_ecs_query.rs",
+                        "Path": "rust/bevy/bevy_ecs_query.rs",
+                        "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
+                        "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7605.63,
-                        "Y": -3.2,
-                        "Z": -1802.56
+                        "X": 6407.18,
+                        "Y": 4.05,
+                        "Z": -4717.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556886,758 +556308,405 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 102,
-                        "Coding LOC": 48,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 17.96,
-                        "Control Flow Ratio": "61.5%",
+                        "Total LOC": 855,
+                        "Coding LOC": 715,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 596.3,
+                        "Control Flow Ratio": "8.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.812
+                        "Raw Cognitive Density": 1.688
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "56.22%",
-                        "Error & Exception Exposure": "74.75%",
-                        "Tech Debt Exposure": "98.62%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "1.5%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.98%",
+                        "Cognitive Load Exposure": "81.31%",
+                        "Error & Exception Exposure": "56.21%",
+                        "Tech Debt Exposure": "40.08%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "3.8%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "99.64%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.53%",
+                        "Documentation Exposure": "16.06%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdistfiles::distfiles_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_filtered_exactsizeiterator_len",
+                            "Structural Impact": 14.8,
+                            "Lines of Code (LOC)": 135,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "12.7%",
+                            "Start Line": 159,
+                            "End Line": 293
+                        },
+                        {
+                            "Function Name": "derived_worldqueries",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 183,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 49
+                            "Start Line": 528,
+                            "End Line": 710
                         },
                         {
-                            "Function Name": "portdistfiles::distfiles_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "assert_all_sizes_iterator_equal",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 212,
+                            "End Line": 239
+                        },
+                        {
+                            "Function Name": "choose",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 161,
+                            "End Line": 168
+                        },
+                        {
+                            "Function Name": "many_entities",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 712,
+                            "End Line": 751
+                        },
+                        {
+                            "Function Name": "query_filtered_iter_combinations",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "3.8%",
+                            "Start Line": 352,
+                            "End Line": 425
+                        },
+                        {
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 54
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 13,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 31,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 4,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portchecksum",
-                        "portfetch",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portextract.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portextract.tcl",
-                        "Path": "tcl/macports_port_api/portextract.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7289.73,
-                        "Y": -96.89,
-                        "Z": -426.69
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 278,
-                        "Coding LOC": 202,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 63.04,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.817
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "56.64%",
-                        "Error & Exception Exposure": "74.62%",
-                        "Tech Debt Exposure": "58.58%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "7.74%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.47%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "45.39%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "portextract::set_extract_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 158
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 53,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "portextract::disttagclean",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 194,
-                            "End Line": 194
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 70,
+                            "End Line": 78
                         },
                         {
-                            "Function Name": "portextract::extract_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 204,
-                            "End Line": 204
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 87,
+                            "End Line": 95
                         },
                         {
-                            "Function Name": "portextract::extract_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 224,
-                            "End Line": 224
-                        },
-                        {
-                            "Function Name": "portextract::get_extract_cmd",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 74,
-                            "End Line": 74
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 102,
+                            "End Line": 109
                         },
                         {
-                            "Function Name": "portextract::get_extract_pre_args",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 101
+                            "Function Name": "system",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 739,
+                            "End Line": 746
                         },
                         {
-                            "Function Name": "portextract::get_extract_post_args",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 118
+                            "Function Name": "system",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 728,
+                            "End Line": 733
                         },
                         {
-                            "Function Name": "portextract::get_extract_suffix",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "par_iter_mut_change_detection",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 135,
-                            "End Line": 135
+                            "Control Flow Ratio": "6.7%",
+                            "Start Line": 790,
+                            "End Line": 816
                         },
                         {
-                            "Function Name": "portextract::add_extract_deps",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_iter_combinations",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 172,
-                            "End Line": 172
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 56,
-                        "Sequential Logic Declarations": 56,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 37,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 6,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 159,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 4
-                    },
-                    "9. Extracted Dependencies": [
-                        "port",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portfetch.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portfetch.tcl",
-                        "Path": "tcl/macports_port_api/portfetch.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7802.61,
-                        "Y": -126.43,
-                        "Z": -981.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 762,
-                        "Coding LOC": 581,
-                        "Documentation LOC": 97,
-                        "Structural Magnitude": 304.42,
-                        "Control Flow Ratio": "61.4%",
-                        "Popularity Rank": 3,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.003
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.34%",
-                        "Error & Exception Exposure": "82.83%",
-                        "Tech Debt Exposure": "11.64%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "9.44%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.31%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.01%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "portfetch::set_fetch_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 127
-                        },
-                        {
-                            "Function Name": "portfetch::fetchfiles",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 451,
-                            "End Line": 451
+                            "Start Line": 309,
+                            "End Line": 350
                         },
                         {
-                            "Function Name": "portfetch::find_git_path",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "modify_system",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 158
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 801,
+                            "End Line": 805
                         },
                         {
-                            "Function Name": "portfetch::suffix",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 172,
-                            "End Line": 172
+                            "Function Name": "multi_storage_query",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 458,
+                            "End Line": 478
                         },
                         {
-                            "Function Name": "portfetch::checkpatchfiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 178,
-                            "End Line": 178
+                            "Function Name": "query",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 143,
+                            "End Line": 157
                         },
                         {
-                            "Function Name": "portfetch::checkdistfiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "assert_all_exact_sizes_iterator_equal",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 201,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "portfetch::checkfiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 229,
-                            "End Line": 229
-                        },
-                        {
-                            "Function Name": "portfetch::bzrfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 247,
-                            "End Line": 247
+                            "End Line": 211
                         },
                         {
-                            "Function Name": "portfetch::cvsfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "mut_to_immut_query_methods_have_immut_item",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 35,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 287,
-                            "End Line": 287
+                            "Start Line": 753,
+                            "End Line": 787
                         },
                         {
-                            "Function Name": "portfetch::svn_proxy_args",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "assert_all_sizes_equal",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 336,
-                            "End Line": 336
+                            "Start Line": 183,
+                            "End Line": 200
                         },
                         {
-                            "Function Name": "portfetch::svnfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "assert_combination",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 357
+                            "Start Line": 169,
+                            "End Line": 182
                         },
                         {
-                            "Function Name": "portfetch::gitfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "check_combinations",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 395,
-                            "End Line": 395
+                            "Start Line": 296,
+                            "End Line": 307
                         },
                         {
-                            "Function Name": "portfetch::hgfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_iter_combinations_sparse",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 427,
-                            "End Line": 427
-                        },
-                        {
-                            "Function Name": "portfetch::fetch_deletefiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 601,
-                            "End Line": 601
-                        },
-                        {
-                            "Function Name": "portfetch::fetch_addfilestomap",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 612,
-                            "End Line": 612
+                            "End Line": 444
                         },
                         {
-                            "Function Name": "portfetch::fetch_async_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "system",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 635,
-                            "End Line": 635
+                            "Start Line": 720,
+                            "End Line": 722
                         },
                         {
-                            "Function Name": "portfetch::fetch_init",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_data_derive_where_clause",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 685,
-                            "End Line": 685
+                            "Start Line": 819,
+                            "End Line": 835
                         },
                         {
-                            "Function Name": "portfetch::fetch_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "any_query",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 724,
-                            "End Line": 724
+                            "Start Line": 480,
+                            "End Line": 495
                         },
                         {
-                            "Function Name": "portfetch::fetch_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "has_query",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 743,
-                            "End Line": 743
+                            "Start Line": 497,
+                            "End Line": 512
                         },
                         {
-                            "Function Name": "portfetch::get_full_mirror_sites_path",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_data_derive_contiguous_tuple",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 222,
-                            "End Line": 222
+                            "Start Line": 838,
+                            "End Line": 853
                         },
                         {
-                            "Function Name": "portfetch::files_present",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "propagate_system",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 623,
-                            "End Line": 623
+                            "Start Line": 795,
+                            "End Line": 799
                         },
                         {
-                            "Function Name": "portfetch::_async_cleanup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_many_only_mut_checks_duplicates",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 655,
-                            "End Line": 655
+                            "Start Line": 446,
+                            "End Line": 456
                         },
                         {
-                            "Function Name": "portfetch::start_pings",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "self_conflicting_worldquery",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 665,
-                            "End Line": 665
+                            "Start Line": 514,
+                            "End Line": 526
                         },
                         {
-                            "Function Name": "portfetch::_fetch_start",
-                            "Structural Impact": 1.1,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 693,
-                            "End Line": 693
+                            "Start Line": 44,
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 132,
-                        "Sequential Logic Declarations": 83,
-                        "Function Parameters": 24,
-                        "Function/Method Declarations": 24,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 38,
-                        "Type/Safety Bypasses": 4,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 38,
-                        "Exposed API / Public Exports": 25,
-                        "State Mutations / Variable Reassignments": 233,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Control Flow Branches": 26,
+                        "Sequential Logic Declarations": 268,
+                        "Function Parameters": 47,
+                        "Function/Method Declarations": 32,
+                        "Class/Entity Declarations": 21,
+                        "Defensive Programming Constructs": 47,
+                        "Type/Safety Bypasses": 8,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 154,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 12,
+                        "Unit Test Assertions": 51,
+                        "Asynchronous/Concurrent Execution": 291,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 24,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 4,
+                        "Closures and Anonymous Functions": 4,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 57,
+                        "Generic Type Abstractions": 143,
+                        "Collection Iterators / Comprehensions": 27,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 16,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 6,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 15,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 9,
+                        "Bitwise Operations": 44,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 1,
+                        "Immutable Data Declarations": 21,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 12,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 472,
+                        "Structural Space Indentations": 673,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -557654,15 +556723,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 82,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 75,
+                        "Design Pascal Case": 5,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 9,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 15,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -557670,50 +556739,87 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 3,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 5,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Direct Upstream (Fragility)": 41,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Pextlib",
-                        "fetch_common",
-                        "portextract",
-                        "portutil"
+                        "ArchetypeQueryData",
+                        "Changed",
+                        "Entity",
+                        "Has",
+                        "Or",
+                        "Query",
+                        "QueryCombinationIter",
+                        "QueryData",
+                        "QueryFilter",
+                        "QueryState",
+                        "ReadOnlyQueryData",
+                        "Schedule",
+                        "System",
+                        "SystemState",
+                        "With",
+                        "Without",
+                        "access::*",
+                        "access_iter::*",
+                        "alloc::vec",
+                        "bevy_ecs::query::Added",
+                        "bevy_ecs_macros::QueryData",
+                        "builder::*",
+                        "core::any::type_name",
+                        "crate::\n        component::Component",
+                        "error::*",
+                        "fetch::*",
+                        "filter::*",
+                        "fmt::Debug",
+                        "hash::Hash",
+                        "iter::*",
+                        "par_iter::*",
+                        "prelude::AnyOf",
+                        "println",
+                        "query::\n            ArchetypeFilter",
+                        "schedule::IntoScheduleConfigs",
+                        "state::*",
+                        "std::collections::HashSet",
+                        "system::IntoSystem",
+                        "vec::Vec",
+                        "world::World",
+                        "world_query::*"
                     ]
                 },
-                "tcl/macports_port_api/portinstall.tcl": {
+                "rust/bevy/bevy_ecs_table.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "portinstall.tcl",
-                        "Path": "tcl/macports_port_api/portinstall.tcl",
-                        "Language": "Tcl",
+                        "Filename": "bevy_ecs_table.rs",
+                        "Path": "rust/bevy/bevy_ecs_table.rs",
+                        "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
+                        "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7441.22,
-                        "Y": -50.38,
-                        "Z": -1498.05
+                        "X": 6975.55,
+                        "Y": -122.07,
+                        "Z": -4573.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -557722,26 +556828,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 395,
-                        "Coding LOC": 282,
-                        "Documentation LOC": 78,
-                        "Structural Magnitude": 203.94,
-                        "Control Flow Ratio": "76.3%",
+                        "Total LOC": 429,
+                        "Coding LOC": 243,
+                        "Documentation LOC": 161,
+                        "Structural Magnitude": 112.76,
+                        "Control Flow Ratio": "14.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.991
+                        "Raw Cognitive Density": 0.583
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "72.4%",
-                        "Error & Exception Exposure": "94.77%",
-                        "Tech Debt Exposure": "34.56%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "1.16%",
+                        "Cognitive Load Exposure": "16.95%",
+                        "Error & Exception Exposure": "40.31%",
+                        "Tech Debt Exposure": "97.52%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "5.55%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.88%",
+                        "State Flux Exposure": "39.54%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -557750,910 +556856,287 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portinstall::create_archive",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 112,
-                            "End Line": 112
+                            "Function Name": "swap_remove_unchecked",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 79,
+                            "End Line": 99
                         },
                         {
-                            "Function Name": "portinstall::get_path_commit",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "check_change_ticks",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 258,
+                            "End Line": 274
+                        },
+                        {
+                            "Function Name": "initialize_from_unchecked",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 34,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 57,
-                            "End Line": 57
+                            "Start Line": 219,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "portinstall::install_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "with_capacity",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 34,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "initialize",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 94,
-                            "End Line": 94
+                            "Start Line": 170,
+                            "End Line": 185
                         },
                         {
-                            "Function Name": "portinstall::install_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "replace",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 285,
-                            "End Line": 285
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 58,
-                        "Sequential Logic Declarations": 18,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 11,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 48,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 191,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 4,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 26,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 261,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "machista",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portlint.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portlint.tcl",
-                        "Path": "tcl/macports_port_api/portlint.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7565.26,
-                        "Y": -78.71,
-                        "Z": -1053.31
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 928,
-                        "Coding LOC": 721,
-                        "Documentation LOC": 92,
-                        "Structural Magnitude": 582.42,
-                        "Control Flow Ratio": "82.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.034
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "75.72%",
-                        "Error & Exception Exposure": "95.92%",
-                        "Tech Debt Exposure": "40.91%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.01%",
-                        "Concurrency Exposure": "27.76%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.84%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 193,
+                            "End Line": 207
+                        },
                         {
-                            "Function Name": "portlint::seems_utf8",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "swap_remove_and_forget_unchecked_nonoverlapping",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 87,
-                            "End Line": 87
+                            "Start Line": 108,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "portlint::lint_checksum_type_list",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "swap_remove_and_drop_unchecked_nonoverlapping",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 125,
-                            "End Line": 125
+                            "Start Line": 53,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "portlint::lint_checksum",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "realloc",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 157,
-                            "End Line": 157
+                            "Start Line": 135,
+                            "End Line": 146
                         },
                         {
-                            "Function Name": "portlint::lint_platforms",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "drop",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 258
+                            "Start Line": 297,
+                            "End Line": 304
                         },
                         {
-                            "Function Name": "portlint::lint_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_changed_by_unchecked",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 283,
-                            "End Line": 283
+                            "Start Line": 377,
+                            "End Line": 385
                         },
                         {
-                            "Function Name": "portlint::lint_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "alloc",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 288,
-                            "End Line": 288
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 182,
-                        "Sequential Logic Declarations": 38,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 30,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 552,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 44,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 697,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portchecksum",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portlivecheck.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portlivecheck.tcl",
-                        "Path": "tcl/macports_port_api/portlivecheck.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7647.78,
-                        "Y": -103.05,
-                        "Z": -382.94
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 364,
-                        "Coding LOC": 286,
-                        "Documentation LOC": 52,
-                        "Structural Magnitude": 174.92,
-                        "Control Flow Ratio": "82.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.065
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "77.88%",
-                        "Error & Exception Exposure": "90.54%",
-                        "Tech Debt Exposure": "33.98%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.17%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.25%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 154,
+                            "End Line": 161
+                        },
                         {
-                            "Function Name": "portlivecheck::_livecheck_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "clear",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 81
+                            "Start Line": 281,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "portlivecheck::livecheck_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "drop_last_component",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 361,
-                            "End Line": 361
+                            "Start Line": 311,
+                            "End Line": 317
                         },
                         {
-                            "Function Name": "portlivecheck::livecheck_async_start",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_changed_by_slice",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
+                            "Start Line": 351,
+                            "End Line": 358
                         },
                         {
-                            "Function Name": "portlivecheck::_async_cleanup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_ticks_unchecked",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 68,
-                            "End Line": 68
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 85,
-                        "Sequential Logic Declarations": 18,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 14,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 12,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 163,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 7,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 255,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 3,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 3,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portfetch",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portload.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portload.tcl",
-                        "Path": "tcl/macports_port_api/portload.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6767.66,
-                        "Y": 9.14,
-                        "Z": -1291.34
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 93,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 31,
-                        "Structural Magnitude": 28.58,
-                        "Control Flow Ratio": "81.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.157
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "83.61%",
-                        "Error & Exception Exposure": "88.28%",
-                        "Tech Debt Exposure": "84.11%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "1.53%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.14%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 414,
+                            "End Line": 420
+                        },
                         {
-                            "Function Name": "portload::load_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_added_tick_unchecked",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 49
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 17,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 25,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 41,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portmain.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portmain.tcl",
-                        "Path": "tcl/macports_port_api/portmain.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8120.7,
-                        "Y": -125.97,
-                        "Z": -728.01
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 255,
-                        "Coding LOC": 181,
-                        "Documentation LOC": 50,
-                        "Structural Magnitude": 78.52,
-                        "Control Flow Ratio": "57.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.906
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.12%",
-                        "Error & Exception Exposure": "81.49%",
-                        "Tech Debt Exposure": "98.06%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "1.25%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.62%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.23%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 392,
+                            "End Line": 396
+                        },
                         {
-                            "Function Name": "portmain::check_option_integer",
+                            "Function Name": "get_changed_tick_unchecked",
                             "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 65
+                            "Start Line": 403,
+                            "End Line": 407
                         },
                         {
-                            "Function Name": "portmain::main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_data_slice",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 252,
-                            "End Line": 252
+                            "Start Line": 324,
+                            "End Line": 327
                         },
                         {
-                            "Function Name": "portmain::get_default_subport",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_added_ticks_slice",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 88,
-                            "End Line": 88
+                            "Start Line": 333,
+                            "End Line": 336
                         },
                         {
-                            "Function Name": "portmain::get_subbuildpath",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_changed_ticks_slice",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 97,
-                            "End Line": 97
+                            "Start Line": 342,
+                            "End Line": 345
                         },
                         {
-                            "Function Name": "portmain::report_platform_info",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_data_unchecked",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 138,
-                            "End Line": 138
+                            "Start Line": 366,
+                            "End Line": 369
                         },
                         {
-                            "Function Name": "portmain::get_source_date_epoch",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_drop",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 173,
-                            "End Line": 173
+                            "Start Line": 424,
+                            "End Line": 427
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 27,
-                        "Sequential Logic Declarations": 20,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 36,
+                        "Function/Method Declarations": 23,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 16,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 66,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 28,
+                        "State Mutations / Variable Reassignments": 17,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 146,
+                        "Unit Test Assertions": 3,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 7,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Closures and Anonymous Functions": 4,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 11,
+                        "Generic Type Abstractions": 21,
+                        "Collection Iterators / Comprehensions": 13,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 12,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 12,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 8,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Immutable Data Declarations": 10,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 28,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 109,
+                        "Structural Space Indentations": 234,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -558670,15 +557153,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 5,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
+                        "Orphaned Logic": 15,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -558695,63 +557178,43 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 6,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "portutil"
+                        "core::mem::needs_drop",
+                        "crate::\n    change_detection::MaybeLocation",
+                        "panic::Location",
+                        "storage::blob_array::BlobArray",
+                        "super::*",
+                        "thin_array_ptr::ThinArrayPtr"
                     ]
-                }
-            }
-        },
-        "rust/bevy": {
-            "Directory Group Magnitude": 2385.16,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "22.4%",
-                "Error & Exception Exposure": "24.74%",
-                "Tech Debt Exposure": "57.68%",
-                "Testing Exposure": "13.45%",
-                "API Exposure": "4.02%",
-                "Concurrency Exposure": "24.29%",
-                "State Flux Exposure": "67.87%",
-                "Commented Logic Exposure": "12.87%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "16.8%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "rust/bevy/bevy_ecs_macros.rs": {
+                },
+                "rust/bevy/bevy_ecs_world.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_macros.rs",
-                        "Path": "rust/bevy/bevy_ecs_macros.rs",
+                        "Filename": "bevy_ecs_world.rs",
+                        "Path": "rust/bevy/bevy_ecs_world.rs",
                         "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'proc_macro::TokenStream' mimics 'proc_macro2::TokenStream'",
                         "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6689.67,
-                        "Y": 41.07,
-                        "Z": -5555.41
+                        "X": 6731.85,
+                        "Y": -1.82,
+                        "Z": -5012.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -558760,26 +557223,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 792,
-                        "Coding LOC": 562,
-                        "Documentation LOC": 144,
-                        "Structural Magnitude": 274.84,
-                        "Control Flow Ratio": "24.2%",
+                        "Total LOC": 4643,
+                        "Coding LOC": 2194,
+                        "Documentation LOC": 2096,
+                        "Structural Magnitude": 1254.48,
+                        "Control Flow Ratio": "17.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.512
+                        "Raw Cognitive Density": 0.668
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.94%",
-                        "Error & Exception Exposure": "31.71%",
-                        "Tech Debt Exposure": "88.47%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "4.33%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "90.57%",
-                        "Commented Logic Exposure": "8.96%",
+                        "Cognitive Load Exposure": "20.93%",
+                        "Error & Exception Exposure": "22.65%",
+                        "Tech Debt Exposure": "80.71%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "6.2%",
+                        "Concurrency Exposure": "70.02%",
+                        "State Flux Exposure": "96.4%",
+                        "Commented Logic Exposure": "81.13%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -558788,1511 +557251,74 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "derive_system_param_impl",
-                            "Structural Impact": 58.6,
-                            "Lines of Code (LOC)": 237,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "26.8%",
-                            "Start Line": 247,
-                            "End Line": 483
+                            "Function Name": "try_insert_batch_with_caller",
+                            "Structural Impact": 37.0,
+                            "Lines of Code (LOC)": 114,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "43.3%",
+                            "Start Line": 2608,
+                            "End Line": 2721
                         },
                         {
-                            "Function Name": "derive_bundle",
-                            "Structural Impact": 31.8,
-                            "Lines of Code (LOC)": 155,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "23.9%",
-                            "Start Line": 54,
-                            "End Line": 208
+                            "Function Name": "try_resource_scope",
+                            "Structural Impact": 26.5,
+                            "Lines of Code (LOC)": 149,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "21.3%",
+                            "Start Line": 2776,
+                            "End Line": 2924
                         },
                         {
-                            "Function Name": "derive_settings_group",
-                            "Structural Impact": 16.8,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 564,
-                            "End Line": 617
+                            "Function Name": "insert_batch_with_caller",
+                            "Structural Impact": 22.4,
+                            "Lines of Code (LOC)": 91,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "36.8%",
+                            "Start Line": 2462,
+                            "End Line": 2552
                         },
                         {
-                            "Function Name": "derive_from_world",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 4,
+                            "Function Name": "drop",
+                            "Structural Impact": 10.4,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 723,
-                            "End Line": 779
+                            "Control Flow Ratio": "18.8%",
+                            "Start Line": 2804,
+                            "End Line": 2898
                         },
                         {
-                            "Function Name": "get_param",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 456,
-                            "End Line": 472
+                            "Function Name": "remove_resource_by_id",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3660,
+                            "End Line": 3670
                         },
                         {
-                            "Function Name": "derive_map_entities",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 211,
-                            "End Line": 234
+                            "Function Name": "get_entity_mut",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 4465,
+                            "End Line": 4525
                         },
                         {
-                            "Function Name": "derive_system_param",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "insert_resource_by_id",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 237,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "get_components",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 175
-                        },
-                        {
-                            "Function Name": "init_access",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 444,
-                            "End Line": 446
-                        },
-                        {
-                            "Function Name": "from_components",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 191,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "apply_effect",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 177,
-                            "End Line": 183
-                        },
-                        {
-                            "Function Name": "apply",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 448,
-                            "End Line": 450
-                        },
-                        {
-                            "Function Name": "queue",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 452,
-                            "End Line": 454
-                        },
-                        {
-                            "Function Name": "build",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 406,
-                            "End Line": 411
-                        },
-                        {
-                            "Function Name": "map_entities",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 229,
-                            "End Line": 231
-                        },
-                        {
-                            "Function Name": "derive_schedule_label",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 500,
-                            "End Line": 509
-                        },
-                        {
-                            "Function Name": "derive_system_set",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 514,
-                            "End Line": 521
-                        },
-                        {
-                            "Function Name": "derive_component",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 714,
-                            "End Line": 720
-                        },
-                        {
-                            "Function Name": "component_ids",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 141,
-                            "End Line": 145
-                        },
-                        {
-                            "Function Name": "get_component_ids",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 151
-                        },
-                        {
-                            "Function Name": "init_state",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 438,
-                            "End Line": 442
-                        },
-                        {
-                            "Function Name": "derive_query_data",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 486,
-                            "End Line": 489
-                        },
-                        {
-                            "Function Name": "derive_query_filter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 492,
-                            "End Line": 495
-                        },
-                        {
-                            "Function Name": "derive_event",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 528,
-                            "End Line": 531
-                        },
-                        {
-                            "Function Name": "derive_entity_event",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 546,
-                            "End Line": 549
-                        },
-                        {
-                            "Function Name": "derive_message",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 552,
-                            "End Line": 555
-                        },
-                        {
-                            "Function Name": "derive_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 558,
-                            "End Line": 561
-                        },
-                        {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 774,
-                            "End Line": 776
-                        },
-                        {
-                            "Function Name": "derive_from_template",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 782,
-                            "End Line": 785
-                        },
-                        {
-                            "Function Name": "derive_variant_defaults",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 788,
-                            "End Line": 791
-                        },
-                        {
-                            "Function Name": "default",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 50
-                        },
-                        {
-                            "Function Name": "bevy_ecs_path",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 523,
-                            "End Line": 525
-                        },
-                        {
-                            "Function Name": "settings_group_name",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 607,
-                            "End Line": 609
-                        },
-                        {
-                            "Function Name": "settings_source",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 610,
-                            "End Line": 612
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 58,
-                        "Sequential Logic Declarations": 182,
-                        "Function Parameters": 64,
-                        "Function/Method Declarations": 34,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 59,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 17,
-                        "State Mutations / Variable Reassignments": 70,
-                        "Commented-out Code (Dead Logic)": 6,
-                        "Structured Documentation Blocks": 132,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 8,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 26,
-                        "Generic Type Abstractions": 42,
-                        "Collection Iterators / Comprehensions": 31,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 7,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 10,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 18,
-                        "Pointer Arithmetic & Addressing": 29,
-                        "Manual Memory Allocation": 2,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 9,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 17,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 477,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 85,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 79,
-                        "Design Pascal Case": 4,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 5,
-                        "Design Long Vars": 2,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 23,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "BevyManifest",
-                        "ConstParam",
-                        "Data",
-                        "DeriveInput",
-                        "GenericParam",
-                        "Span",
-                        "ToTokens",
-                        "TypeParam",
-                        "bevy_macro_utils::\n    derive_label",
-                        "crate::\n    component::map_entities",
-                        "ensure_no_collision",
-                        "get_struct_fields",
-                        "parse_quote",
-                        "pascal_to_snake_case",
-                        "proc_macro2::Ident",
-                        "proc_macro::TokenStream",
-                        "punctuated::Punctuated",
-                        "query_data::derive_query_data_impl",
-                        "query_filter::derive_query_filter_impl",
-                        "quote",
-                        "quote::format_ident",
-                        "syn::\n    parse_macro_input",
-                        "token::Comma"
-                    ]
-                },
-                "rust/bevy/bevy_ecs_query.rs": {
-                    "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_query.rs",
-                        "Path": "rust/bevy/bevy_ecs_query.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6407.18,
-                        "Y": 4.05,
-                        "Z": -4717.82
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 855,
-                        "Coding LOC": 715,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 596.3,
-                        "Control Flow Ratio": "8.8%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.688
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "81.31%",
-                        "Error & Exception Exposure": "56.21%",
-                        "Tech Debt Exposure": "40.08%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "3.8%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "99.64%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.06%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "query_filtered_exactsizeiterator_len",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 135,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "12.7%",
-                            "Start Line": 159,
-                            "End Line": 293
-                        },
-                        {
-                            "Function Name": "derived_worldqueries",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 183,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 528,
-                            "End Line": 710
-                        },
-                        {
-                            "Function Name": "assert_all_sizes_iterator_equal",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 212,
-                            "End Line": 239
-                        },
-                        {
-                            "Function Name": "choose",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 161,
-                            "End Line": 168
-                        },
-                        {
-                            "Function Name": "many_entities",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 712,
-                            "End Line": 751
-                        },
-                        {
-                            "Function Name": "query_filtered_iter_combinations",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "3.8%",
-                            "Start Line": 352,
-                            "End Line": 425
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 53,
-                            "End Line": 61
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 70,
-                            "End Line": 78
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 87,
-                            "End Line": 95
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 102,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "system",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 739,
-                            "End Line": 746
-                        },
-                        {
-                            "Function Name": "system",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 728,
-                            "End Line": 733
-                        },
-                        {
-                            "Function Name": "par_iter_mut_change_detection",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "6.7%",
-                            "Start Line": 790,
-                            "End Line": 816
-                        },
-                        {
-                            "Function Name": "query_iter_combinations",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 309,
-                            "End Line": 350
-                        },
-                        {
-                            "Function Name": "modify_system",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 801,
-                            "End Line": 805
-                        },
-                        {
-                            "Function Name": "multi_storage_query",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 458,
-                            "End Line": 478
-                        },
-                        {
-                            "Function Name": "query",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 143,
-                            "End Line": 157
-                        },
-                        {
-                            "Function Name": "assert_all_exact_sizes_iterator_equal",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 201,
-                            "End Line": 211
-                        },
-                        {
-                            "Function Name": "mut_to_immut_query_methods_have_immut_item",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 753,
-                            "End Line": 787
-                        },
-                        {
-                            "Function Name": "assert_all_sizes_equal",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "assert_combination",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 169,
-                            "End Line": 182
-                        },
-                        {
-                            "Function Name": "check_combinations",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 296,
-                            "End Line": 307
-                        },
-                        {
-                            "Function Name": "query_iter_combinations_sparse",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 427,
-                            "End Line": 444
-                        },
-                        {
-                            "Function Name": "system",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 720,
-                            "End Line": 722
-                        },
-                        {
-                            "Function Name": "query_data_derive_where_clause",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 819,
-                            "End Line": 835
-                        },
-                        {
-                            "Function Name": "any_query",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 480,
-                            "End Line": 495
-                        },
-                        {
-                            "Function Name": "has_query",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 497,
-                            "End Line": 512
-                        },
-                        {
-                            "Function Name": "query_data_derive_contiguous_tuple",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 838,
-                            "End Line": 853
-                        },
-                        {
-                            "Function Name": "propagate_system",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 795,
-                            "End Line": 799
-                        },
-                        {
-                            "Function Name": "get_many_only_mut_checks_duplicates",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 446,
-                            "End Line": 456
-                        },
-                        {
-                            "Function Name": "self_conflicting_worldquery",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 514,
-                            "End Line": 526
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 44,
-                            "End Line": 44
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 26,
-                        "Sequential Logic Declarations": 268,
-                        "Function Parameters": 47,
-                        "Function/Method Declarations": 32,
-                        "Class/Entity Declarations": 21,
-                        "Defensive Programming Constructs": 47,
-                        "Type/Safety Bypasses": 8,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 12,
-                        "State Mutations / Variable Reassignments": 154,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 12,
-                        "Unit Test Assertions": 51,
-                        "Asynchronous/Concurrent Execution": 291,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 4,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 57,
-                        "Generic Type Abstractions": 143,
-                        "Collection Iterators / Comprehensions": 27,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 16,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 44,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 21,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 12,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 673,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 82,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 75,
-                        "Design Pascal Case": 5,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 3,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 41,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "ArchetypeQueryData",
-                        "Changed",
-                        "Entity",
-                        "Has",
-                        "Or",
-                        "Query",
-                        "QueryCombinationIter",
-                        "QueryData",
-                        "QueryFilter",
-                        "QueryState",
-                        "ReadOnlyQueryData",
-                        "Schedule",
-                        "System",
-                        "SystemState",
-                        "With",
-                        "Without",
-                        "access::*",
-                        "access_iter::*",
-                        "alloc::vec",
-                        "bevy_ecs::query::Added",
-                        "bevy_ecs_macros::QueryData",
-                        "builder::*",
-                        "core::any::type_name",
-                        "crate::\n        component::Component",
-                        "error::*",
-                        "fetch::*",
-                        "filter::*",
-                        "fmt::Debug",
-                        "hash::Hash",
-                        "iter::*",
-                        "par_iter::*",
-                        "prelude::AnyOf",
-                        "println",
-                        "query::\n            ArchetypeFilter",
-                        "schedule::IntoScheduleConfigs",
-                        "state::*",
-                        "std::collections::HashSet",
-                        "system::IntoSystem",
-                        "vec::Vec",
-                        "world::World",
-                        "world_query::*"
-                    ]
-                },
-                "rust/bevy/bevy_ecs_table.rs": {
-                    "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_table.rs",
-                        "Path": "rust/bevy/bevy_ecs_table.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6975.55,
-                        "Y": -122.07,
-                        "Z": -4573.65
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 429,
-                        "Coding LOC": 243,
-                        "Documentation LOC": 161,
-                        "Structural Magnitude": 112.76,
-                        "Control Flow Ratio": "14.8%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.583
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "16.95%",
-                        "Error & Exception Exposure": "40.31%",
-                        "Tech Debt Exposure": "97.52%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "5.55%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "39.54%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "swap_remove_unchecked",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 79,
-                            "End Line": 99
-                        },
-                        {
-                            "Function Name": "check_change_ticks",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 258,
-                            "End Line": 274
-                        },
-                        {
-                            "Function Name": "initialize_from_unchecked",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "with_capacity",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 34,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "initialize",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 170,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "replace",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 193,
-                            "End Line": 207
-                        },
-                        {
-                            "Function Name": "swap_remove_and_forget_unchecked_nonoverlapping",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 108,
-                            "End Line": 124
-                        },
-                        {
-                            "Function Name": "swap_remove_and_drop_unchecked_nonoverlapping",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "realloc",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 135,
-                            "End Line": 146
-                        },
-                        {
-                            "Function Name": "drop",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 304
-                        },
-                        {
-                            "Function Name": "get_changed_by_unchecked",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 377,
-                            "End Line": 385
-                        },
-                        {
-                            "Function Name": "alloc",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "clear",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 281,
-                            "End Line": 288
-                        },
-                        {
-                            "Function Name": "drop_last_component",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 311,
-                            "End Line": 317
-                        },
-                        {
-                            "Function Name": "get_changed_by_slice",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 351,
-                            "End Line": 358
-                        },
-                        {
-                            "Function Name": "get_ticks_unchecked",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 414,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "get_added_tick_unchecked",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 392,
-                            "End Line": 396
-                        },
-                        {
-                            "Function Name": "get_changed_tick_unchecked",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 403,
-                            "End Line": 407
-                        },
-                        {
-                            "Function Name": "get_data_slice",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 324,
-                            "End Line": 327
-                        },
-                        {
-                            "Function Name": "get_added_ticks_slice",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 333,
-                            "End Line": 336
-                        },
-                        {
-                            "Function Name": "get_changed_ticks_slice",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 342,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "get_data_unchecked",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 366,
-                            "End Line": 369
-                        },
-                        {
-                            "Function Name": "get_drop",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 424,
-                            "End Line": 427
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 36,
-                        "Function/Method Declarations": 23,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 28,
-                        "State Mutations / Variable Reassignments": 17,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 146,
-                        "Unit Test Assertions": 3,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 4,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 11,
-                        "Generic Type Abstractions": 21,
-                        "Collection Iterators / Comprehensions": 13,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 12,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 12,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 10,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 28,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 234,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "core::mem::needs_drop",
-                        "crate::\n    change_detection::MaybeLocation",
-                        "panic::Location",
-                        "storage::blob_array::BlobArray",
-                        "super::*",
-                        "thin_array_ptr::ThinArrayPtr"
-                    ]
-                },
-                "rust/bevy/bevy_ecs_world.rs": {
-                    "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_world.rs",
-                        "Path": "rust/bevy/bevy_ecs_world.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6731.85,
-                        "Y": -1.82,
-                        "Z": -5012.42
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 4643,
-                        "Coding LOC": 2194,
-                        "Documentation LOC": 2096,
-                        "Structural Magnitude": 1254.48,
-                        "Control Flow Ratio": "17.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.668
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "20.93%",
-                        "Error & Exception Exposure": "22.65%",
-                        "Tech Debt Exposure": "80.71%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "6.2%",
-                        "Concurrency Exposure": "70.02%",
-                        "State Flux Exposure": "96.4%",
-                        "Commented Logic Exposure": "81.13%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "try_insert_batch_with_caller",
-                            "Structural Impact": 37.0,
-                            "Lines of Code (LOC)": 114,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "43.3%",
-                            "Start Line": 2608,
-                            "End Line": 2721
-                        },
-                        {
-                            "Function Name": "try_resource_scope",
-                            "Structural Impact": 26.5,
-                            "Lines of Code (LOC)": 149,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "21.3%",
-                            "Start Line": 2776,
-                            "End Line": 2924
-                        },
-                        {
-                            "Function Name": "insert_batch_with_caller",
-                            "Structural Impact": 22.4,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "36.8%",
-                            "Start Line": 2462,
-                            "End Line": 2552
-                        },
-                        {
-                            "Function Name": "drop",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "18.8%",
-                            "Start Line": 2804,
-                            "End Line": 2898
-                        },
-                        {
-                            "Function Name": "remove_resource_by_id",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3660,
-                            "End Line": 3670
-                        },
-                        {
-                            "Function Name": "get_entity_mut",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 4465,
-                            "End Line": 4525
-                        },
-                        {
-                            "Function Name": "insert_resource_by_id",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2967,
-                            "End Line": 2989
+                            "Start Line": 2967,
+                            "End Line": 2989
                         },
                         {
                             "Function Name": "modify_component_by_id",
@@ -561695,497 +558721,3920 @@
                             "End Line": 218
                         },
                         {
-                            "Function Name": "entity_allocator",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "entity_allocator",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 221,
+                            "End Line": 224
+                        },
+                        {
+                            "Function Name": "entity_allocator_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 227,
+                            "End Line": 230
+                        },
+                        {
+                            "Function Name": "entities_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 237,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "entity_count",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 245,
+                            "End Line": 248
+                        },
+                        {
+                            "Function Name": "archetypes",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 251,
+                            "End Line": 254
+                        },
+                        {
+                            "Function Name": "components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 257,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "resource_entities",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 263,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "storages",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 285,
+                            "End Line": 288
+                        },
+                        {
+                            "Function Name": "bundles",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 291,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "removed_components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 297,
+                            "End Line": 300
+                        },
+                        {
+                            "Function Name": "observers",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 303,
+                            "End Line": 306
+                        },
+                        {
+                            "Function Name": "register_component",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 327,
+                            "End Line": 329
+                        },
+                        {
+                            "Function Name": "register_required_components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 405,
+                            "End Line": 407
+                        },
+                        {
+                            "Function Name": "component_id",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 643,
+                            "End Line": 646
+                        },
+                        {
+                            "Function Name": "register_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 653,
+                            "End Line": 655
+                        },
+                        {
+                            "Function Name": "resource_id",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 664,
+                            "End Line": 667
+                        },
+                        {
+                            "Function Name": "spawn_empty",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1305,
+                            "End Line": 1308
+                        },
+                        {
+                            "Function Name": "clear_trackers",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1644,
+                            "End Line": 1647
+                        },
+                        {
+                            "Function Name": "query",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1711,
+                            "End Line": 1714
+                        },
+                        {
+                            "Function Name": "query_filtered",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1735,
+                            "End Line": 1738
+                        },
+                        {
+                            "Function Name": "try_query",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1786,
+                            "End Line": 1789
+                        },
+                        {
+                            "Function Name": "try_query_filtered",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1813,
+                            "End Line": 1816
+                        },
+                        {
+                            "Function Name": "init_non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1928,
+                            "End Line": 1931
+                        },
+                        {
+                            "Function Name": "remove_non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2007,
+                            "End Line": 2010
+                        },
+                        {
+                            "Function Name": "non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2312,
+                            "End Line": 2315
+                        },
+                        {
+                            "Function Name": "non_send_resource_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2340,
+                            "End Line": 2343
+                        },
+                        {
+                            "Function Name": "get_non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2369,
+                            "End Line": 2372
+                        },
+                        {
+                            "Function Name": "get_non_send_resource_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2389,
+                            "End Line": 2392
+                        },
+                        {
+                            "Function Name": "write_message_default",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2937,
+                            "End Line": 2940
+                        },
+                        {
+                            "Function Name": "flush_components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3056,
+                            "End Line": 3058
+                        },
+                        {
+                            "Function Name": "last_change_tick",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3110,
+                            "End Line": 3113
+                        },
+                        {
+                            "Function Name": "last_trigger_id",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3117,
+                            "End Line": 3120
+                        },
+                        {
+                            "Function Name": "drop",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3218,
+                            "End Line": 3220
+                        },
+                        {
+                            "Function Name": "clear_all",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3277,
+                            "End Line": 3280
+                        },
+                        {
+                            "Function Name": "clear_non_send",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3317,
+                            "End Line": 3319
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3923,
+                            "End Line": 3926
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4237,
+                            "End Line": 4240
+                        },
+                        {
+                            "Function Name": "init_resource_does_not_overwrite",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4243,
+                            "End Line": 4254
+                        },
+                        {
+                            "Function Name": "init_non_send_does_not_overwrite",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4256,
+                            "End Line": 4267
+                        },
+                        {
+                            "Function Name": "new_world_has_disabling",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4573,
+                            "End Line": 4583
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3918,
+                            "End Line": 3918
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4021,
+                            "End Line": 4026
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 191,
+                            "End Line": 194
+                        },
+                        {
+                            "Function Name": "spawn_empty_bundle",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4406,
+                            "End Line": 4410
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 116,
+                        "Sequential Logic Declarations": 567,
+                        "Function Parameters": 246,
+                        "Function/Method Declarations": 191,
+                        "Class/Entity Declarations": 20,
+                        "Defensive Programming Constructs": 213,
+                        "Type/Safety Bypasses": 38,
+                        "High-Risk Execution Commands": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 187,
+                        "State Mutations / Variable Reassignments": 320,
+                        "Commented-out Code (Dead Logic)": 230,
+                        "Structured Documentation Blocks": 1921,
+                        "Unit Test Assertions": 117,
+                        "Asynchronous/Concurrent Execution": 94,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 27,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 174,
+                        "Generic Type Abstractions": 357,
+                        "Collection Iterators / Comprehensions": 32,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 32,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 154,
+                        "Manual Memory Allocation": 3,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 6,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 14,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 31,
+                        "Thread Synchronization Locks": 10,
+                        "Immutable Data Declarations": 16,
+                        "Resource Deallocation & Cleanup": 9,
+                        "Private / Encapsulated Scopes": 187,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2138,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 200,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 193,
+                        "Design Pascal Case": 6,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 9,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 56,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 156,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ADD",
+                        "Archetypes",
+                        "AtomicU32",
+                        "BundleId",
+                        "BundleInfo",
+                        "BundleInserter",
+                        "BundleSpawner",
+                        "Bundles",
+                        "CHECK_TICK_THRESHOLD",
+                        "ComponentDescriptor",
+                        "ComponentId",
+                        "ComponentIds",
+                        "ComponentInfo",
+                        "ComponentTicks",
+                        "ComponentTicksMut",
+                        "Components",
+                        "ComponentsQueuedRegistrator",
+                        "ComponentsRegistrator",
+                        "DESPAWN",
+                        "DISCARD",
+                        "DeferredWorld",
+                        "Despawn",
+                        "DetectChangesMut",
+                        "Disabled",
+                        "Discard",
+                        "DynamicBundle",
+                        "DynamicComponentFetch",
+                        "Entity",
+                        "EntityAllocator",
+                        "EntityMut",
+                        "EntityMutExcept",
+                        "EntityMutableFetchError",
+                        "EntityNotSpawnedError",
+                        "EntityRef",
+                        "EntityRefExcept",
+                        "EntityWorldMut",
+                        "FallbackErrorHandler",
+                        "FilteredEntityMut",
+                        "FilteredEntityRef",
+                        "HashSet",
+                        "INSERT",
+                        "IS_RESOURCE",
+                        "Insert",
+                        "InsertMode",
+                        "MaybeLocation",
+                        "MessageId",
+                        "Messages",
+                        "MovingPtr",
+                        "Mut",
+                        "MutUntyped",
+                        "Mutable",
+                        "NoBundleEffect",
+                        "OccupiedComponentEntry",
+                        "On",
+                        "Ordering",
+                        "OwningPtr",
+                        "Ptr",
+                        "QueryData",
+                        "QueryFilter",
+                        "QueryState",
+                        "REMOVE",
+                        "Ref",
+                        "Remove",
+                        "RemovedComponentMessages",
+                        "RequiredComponents",
+                        "RequiredComponentsError",
+                        "Res",
+                        "Resource",
+                        "ResourceEntities",
+                        "ScheduleLabel",
+                        "Schedules",
+                        "SpawnError",
+                        "StorageType",
+                        "Storages",
+                        "Tick",
+                        "ToString",
+                        "TryFromFilteredError",
+                        "TryInsertBatchError",
+                        "TryRunScheduleError",
+                        "UnsafeFilteredEntityMut",
+                        "UnsafeWorldCell",
+                        "VacantComponentEntry",
+                        "World",
+                        "WorldEntityFetch",
+                        "WriteBatchIds",
+                        "alloc::\n        borrow::ToOwned",
+                        "alloc::boxed::Box",
+                        "bevy_ecs::bundle::Bundle",
+                        "bevy_ecs::change_detection::MutUntyped",
+                        "bevy_ecs::component::Component",
+                        "bevy_ecs::prelude::*",
+                        "bevy_ecs_macros::Component",
+                        "bevy_ecs_macros::FromWorld",
+                        "bevy_platform::collections::HashMap",
+                        "bevy_platform::sync::atomic::AtomicU32",
+                        "bevy_ptr::Ptr",
+                        "bevy_ptr::move_as_ptr",
+                        "bevy_utils::prelude::DebugName",
+                        "bundle::\n        Bundle",
+                        "change_detection::\n        CheckChangeTicks",
+                        "component::\n        Component",
+                        "component::Component",
+                        "component::ComponentCloneBehavior",
+                        "core::\n        any::TypeId",
+                        "core::any::TypeId",
+                        "core::panic::Location",
+                        "crate::\n        change_detection::DetectChangesMut",
+                        "crate::\n    archetype::ArchetypeId",
+                        "crate::\n    change_detection::Mut",
+                        "deferred_world::DeferredWorld",
+                        "entity::Entities",
+                        "entity::Entity",
+                        "entity::EntityHashSet",
+                        "entity_access::\n    ComponentEntry",
+                        "entity_disabling::DefaultQueryFilters",
+                        "entity_fetch::EntityFetcher",
+                        "error::\n            EntityDespawnError",
+                        "error::ErrorHandler",
+                        "filtered_resource::*",
+                        "fmt",
+                        "identifier::WorldId",
+                        "lifecycle::ComponentHooks",
+                        "log::warn",
+                        "mem::ManuallyDrop",
+                        "message::Message",
+                        "observer::Observers",
+                        "panic",
+                        "prelude::Add",
+                        "prelude::Event",
+                        "ptr::OwningPtr",
+                        "query::DebugCheckedUnwrap",
+                        "query::With",
+                        "relationship::RelationshipHookMode",
+                        "resource::IsResource",
+                        "resource::Resource",
+                        "schedule::Schedule",
+                        "schedule::ScheduleLabel",
+                        "spawn_batch::*",
+                        "std::any::TypeId",
+                        "std::collections::HashMap",
+                        "std::println",
+                        "storage::NonSendData",
+                        "string::String",
+                        "super::FromWorld",
+                        "sync::Arc",
+                        "sync::Mutex",
+                        "sync::atomic::AtomicBool",
+                        "system::Commands",
+                        "unsafe_world_cell::UnsafeEntityCell",
+                        "vec",
+                        "vec::Vec",
+                        "world::\n        command_queue::RawCommandQueue",
+                        "world::DeferredWorld",
+                        "world::World",
+                        "world::command_queue::CommandQueue",
+                        "world::error::EntityMutableFetchError"
+                    ]
+                },
+                "rust/bevy/bevy_reflect_path.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "bevy_reflect_path.rs",
+                        "Path": "rust/bevy/bevy_reflect_path.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7127.67,
+                        "Y": -36.01,
+                        "Z": -5410.17
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 205,
+                        "Coding LOC": 164,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 67.48,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.287
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "11.89%",
+                        "Error & Exception Exposure": "8.62%",
+                        "Tech Debt Exposure": "21.75%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "2.6%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "73.39%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "15.35%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "access_following",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 86,
+                            "End Line": 101
+                        },
+                        {
+                            "Function Name": "next_token",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 48,
+                            "End Line": 76
+                        },
+                        {
+                            "Function Name": "fmt",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 156,
+                            "End Line": 164
+                        },
+                        {
+                            "Function Name": "next",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 111,
+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "symbol_from_byte",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 169,
+                            "End Line": 177
+                        },
+                        {
+                            "Function Name": "next_ident",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 78,
+                            "End Line": 84
+                        },
+                        {
+                            "Function Name": "field_index",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 134,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "list_index",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 137,
+                            "End Line": 139
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 43,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "offset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 103,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "field",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 130,
+                            "End Line": 133
+                        },
+                        {
+                            "Function Name": "parse_invalid",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 185,
+                            "End Line": 203
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 17,
+                        "Sequential Logic Declarations": 34,
+                        "Function Parameters": 15,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 43,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 15,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 2,
+                        "Unit Test Assertions": 4,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 15,
+                        "Generic Type Abstractions": 41,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 5,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 11,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 133,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 17,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 9,
+                        "Design Pascal Case": 7,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 9,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ReflectPathError",
+                        "Write",
+                        "core::\n    fmt::self",
+                        "crate::path::ParsedPath",
+                        "num::ParseIntError",
+                        "str::from_utf8_unchecked",
+                        "super::*",
+                        "super::Access",
+                        "thiserror::Error"
+                    ]
+                },
+                "rust/bevy/bevy_render_phase.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "bevy_render_phase.rs",
+                        "Path": "rust/bevy/bevy_render_phase.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6494.09,
+                        "Y": -4.97,
+                        "Z": -4441.8
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 40,
+                        "Coding LOC": 28,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 8.76,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "2.37%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "3.73%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "38.49%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "distance",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "from_world_from_view",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 10,
+                            "End Line": 16
+                        },
+                        {
+                            "Function Name": "distance",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 32,
+                            "End Line": 38
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 3,
+                        "Unit Test Assertions": 4,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 1,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 2,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 20,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 3,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Mat4",
+                        "Vec3",
+                        "Vec4",
+                        "bevy_math::Affine3A",
+                        "super::ViewRangefinder3d"
+                    ]
+                },
+                "rust/bevy/bevy_schedule_graph.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "bevy_schedule_graph.rs",
+                        "Path": "rust/bevy/bevy_schedule_graph.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6151.52,
+                        "Y": 119.37,
+                        "Z": -5176.19
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 283,
+                        "Coding LOC": 187,
+                        "Documentation LOC": 65,
+                        "Structural Magnitude": 70.54,
+                        "Control Flow Ratio": "26.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.383
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "9.38%",
+                        "Error & Exception Exposure": "13.66%",
+                        "Tech Debt Exposure": "75.21%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "1.94%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "75.57%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "visit_once",
+                            "Structural Impact": 23.6,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "32.1%",
+                            "Start Line": 150,
+                            "End Line": 220
+                        },
+                        {
+                            "Function Name": "next_scc",
+                            "Structural Impact": 13.1,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 110,
+                            "End Line": 144
+                        },
+                        {
+                            "Function Name": "next",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 236,
+                            "End Line": 239
+                        },
+                        {
+                            "Function Name": "new_tarjan_scc",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 48
+                        },
+                        {
+                            "Function Name": "a_b_c_a",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 263,
+                            "End Line": 281
+                        },
+                        {
+                            "Function Name": "size_hint",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 241,
+                            "End Line": 244
+                        },
+                        {
+                            "Function Name": "kind",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 258,
+                            "End Line": 260
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 19,
+                        "Sequential Logic Declarations": 54,
+                        "Function Parameters": 10,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 34,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 17,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 43,
+                        "Unit Test Assertions": 7,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 1,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 26,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 6,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 6,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 165,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 23,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 20,
+                        "Design Pascal Case": 3,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 3,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "GraphNodeId",
+                        "alloc::vec::Vec",
+                        "core::hash::BuildHasher",
+                        "crate::schedule::graph::DiGraph",
+                        "crate::schedule::graph::Direction",
+                        "num::NonZeroUsize",
+                        "smallvec::SmallVec",
+                        "super::*"
+                    ]
+                }
+            }
+        },
+        "perl/mojo": {
+            "Directory Group Magnitude": 2298.02,
+            "File Count": 5,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "42.44%",
+                "Error & Exception Exposure": "75.34%",
+                "Tech Debt Exposure": "18.83%",
+                "Testing Exposure": "64.46%",
+                "API Exposure": "0.0%",
+                "Concurrency Exposure": "40.0%",
+                "State Flux Exposure": "80.0%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "18.77%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "perl/mojo/IOLoop.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "IOLoop.pm",
+                        "Path": "perl/mojo/IOLoop.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5241.59,
+                        "Y": -220.14,
+                        "Z": 8057.04
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 552,
+                        "Coding LOC": 353,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 693.26,
+                        "Control Flow Ratio": "31.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 3.843
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "50.0%",
+                        "Error & Exception Exposure": "95.03%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_remove",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.0%",
+                            "Start Line": 187,
+                            "End Line": 202
+                        },
+                        {
+                            "Function Name": "_stream",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 204,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "server",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 104,
+                            "End Line": 127
+                        },
+                        {
+                            "Function Name": "reset",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 90,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "_maybe_accepting",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 171,
+                            "End Line": 176
+                        },
+                        {
+                            "Function Name": "remove",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 83,
+                            "End Line": 88
+                        },
+                        {
+                            "Function Name": "stream",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 144,
+                            "End Line": 149
+                        },
+                        {
+                            "Function Name": "_id",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 158,
+                            "End Line": 163
+                        },
+                        {
+                            "Function Name": "_not_accepting",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 178,
+                            "End Line": 183
+                        },
+                        {
+                            "Function Name": "subprocess",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 151,
+                            "End Line": 154
+                        },
+                        {
+                            "Function Name": "acceptor",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 31,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "one_tick",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 75,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "start",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 131,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "_instance",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 167,
+                            "End Line": 167
+                        },
+                        {
+                            "Function Name": "_limit",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 169,
+                            "End Line": 169
+                        },
+                        {
+                            "Function Name": "_in",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 165,
+                            "End Line": 165
+                        },
+                        {
+                            "Function Name": "_out",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 185,
+                            "End Line": 185
+                        },
+                        {
+                            "Function Name": "client",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "next_tick",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 73
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 217,
+                            "End Line": 221
+                        },
+                        {
+                            "Function Name": "stop_gracefully",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "is_running",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 67,
+                            "End Line": 67
+                        },
+                        {
+                            "Function Name": "recurring",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 81
+                        },
+                        {
+                            "Function Name": "singleton",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 129,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "stop",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 137,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 156,
+                            "End Line": 156
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 85,
+                        "Sequential Logic Declarations": 186,
+                        "Function Parameters": 52,
+                        "Function/Method Declarations": 26,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 19,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 232,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 34,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 334,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 43,
+                        "Global State Dependencies": 12,
+                        "Decorators and Annotations": 123,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 6,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 8,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 34,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 13,
+                        "Private / Encapsulated Scopes": 68,
+                        "Event Listeners & Subscribers": 8,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 199,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 7,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 2,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 12,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::IOLoop",
+                        "Mojo::IOLoop::Client",
+                        "Mojo::IOLoop::Server",
+                        "Mojo::IOLoop::Stream",
+                        "Mojo::IOLoop::Subprocess",
+                        "Mojo::Reactor::Poll",
+                        "Mojo::Util",
+                        "Scalar::Util",
+                        "constant",
+                        "events"
+                    ]
+                },
+                "perl/mojo/Makefile.PL": {
+                    "1. Artifact Identity": {
+                        "Filename": "Makefile.PL",
+                        "Path": "perl/mojo/Makefile.PL",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5440.69,
+                        "Y": -177.34,
+                        "Z": 7761.73
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 38,
+                        "Coding LOC": 32,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 15.64,
+                        "Control Flow Ratio": "73.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.594
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "24.41%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "46.18%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 14,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 11,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 26,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 21,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 12,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ExtUtils::MakeMaker",
+                        "strict",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/Promise.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Promise.pm",
+                        "Path": "perl/mojo/Promise.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4953.87,
+                        "Y": -211.99,
+                        "Z": 7621.77
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 551,
+                        "Coding LOC": 379,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 715.78,
+                        "Control Flow Ratio": "34.4%",
+                        "Popularity Rank": 6,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 4.369
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "50.0%",
+                        "Error & Exception Exposure": "92.82%",
+                        "Tech Debt Exposure": "73.03%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_all",
+                            "Structural Impact": 22.6,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "32.1%",
+                            "Start Line": 125,
+                            "End Line": 177
+                        },
+                        {
+                            "Function Name": "_settle",
+                            "Structural Impact": 18.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 216,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "_finally",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "41.2%",
+                            "Start Line": 199,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "map",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.0%",
+                            "Start Line": 68,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "AWAIT_GET",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 18,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "DESTROY",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 51,
+                            "End Line": 56
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 254,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "_settle_await",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 236,
+                            "End Line": 242
+                        },
+                        {
+                            "Function Name": "_defer",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 189,
+                            "End Line": 197
+                        },
+                        {
+                            "Function Name": "_then_cb",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 244,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "wait",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 117,
+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 89,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "then",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 101,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_READY",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 28,
+                            "End Line": 32
+                        },
+                        {
+                            "Function Name": "catch",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 62,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "AWAIT_WAIT",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 45,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "finally",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 66,
+                            "End Line": 66
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_READY",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 39,
+                            "End Line": 43
+                        },
+                        {
+                            "Function Name": "_await",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 182,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "reject",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 98,
+                            "End Line": 98
+                        },
+                        {
+                            "Function Name": "resolve",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 99,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 114
+                        },
+                        {
+                            "Function Name": "timeout",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 115,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "AWAIT_CHAIN_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 13,
+                            "End Line": 13
+                        },
+                        {
+                            "Function Name": "AWAIT_CLONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 14
+                        },
+                        {
+                            "Function Name": "AWAIT_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 15,
+                            "End Line": 15
+                        },
+                        {
+                            "Function Name": "AWAIT_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 16,
+                            "End Line": 16
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_CANCELLED",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 34,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 35,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "all",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 58,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "all_settled",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 59
+                        },
+                        {
+                            "Function Name": "any",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 60,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "clone",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "race",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 96,
+                            "End Line": 96
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 120,
+                        "Sequential Logic Declarations": 229,
+                        "Function Parameters": 46,
+                        "Function/Method Declarations": 37,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 256,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 34,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 270,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 57,
+                        "Global State Dependencies": 11,
+                        "Decorators and Annotations": 59,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 33,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 36,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 45,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 14,
+                        "Explicit Type Casts": 5,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 71,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 235,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 2,
+                        "Time Date Logic": 3,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 12,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::Exception",
+                        "Mojo::IOLoop",
+                        "Mojo::Promise",
+                        "Mojo::UserAgent",
+                        "Scalar::Util",
+                        "constant"
+                    ]
+                },
+                "perl/mojo/Template.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Template.pm",
+                        "Path": "perl/mojo/Template.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4881.2,
+                        "Y": -142.36,
+                        "Z": 7464.58
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 673,
+                        "Coding LOC": 422,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 607.54,
+                        "Control Flow Ratio": "52.6%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.124
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "40.86%",
+                        "Error & Exception Exposure": "97.96%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse",
+                            "Structural Impact": 128.6,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 70,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.3%",
+                            "Start Line": 27,
+                            "End Line": 138
+                        },
+                        {
+                            "Function Name": "_compile",
+                            "Structural Impact": 49.6,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 32,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.1%",
+                            "Start Line": 176,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "process",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "35.7%",
+                            "Start Line": 140,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "_wrap",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "26.7%",
+                            "Start Line": 255,
+                            "End Line": 274
+                        },
+                        {
+                            "Function Name": "_trim",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 242,
+                            "End Line": 253
+                        },
+                        {
+                            "Function Name": "render_file",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 165,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "_line",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 236,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "render",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 163,
+                            "End Line": 163
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 153,
+                        "Sequential Logic Declarations": 138,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 375,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 36,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 148,
+                        "Closures and Anonymous Functions": 7,
+                        "Global State Dependencies": 9,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 8,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 15,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 42,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 16,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 18,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 95,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 291,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 20,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 13,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::ByteStream",
+                        "Mojo::Exception",
+                        "Mojo::File",
+                        "Mojo::Template",
+                        "Mojo::Util",
+                        "Time::Piece",
+                        "a",
+                        "at",
+                        "constant",
+                        "newline",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/WebSocket.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "WebSocket.pm",
+                        "Path": "perl/mojo/WebSocket.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4607.68,
+                        "Y": -214.74,
+                        "Z": 8272.97
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 455,
+                        "Coding LOC": 275,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 265.8,
+                        "Control Flow Ratio": "39.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.434
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "46.95%",
+                        "Error & Exception Exposure": "90.91%",
+                        "Tech Debt Exposure": "21.11%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse_message",
+                            "Structural Impact": 34.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.9%",
+                            "Start Line": 66,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "build_message",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "finish",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 221,
-                            "End Line": 224
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 48,
+                            "End Line": 58
                         },
                         {
-                            "Function Name": "entity_allocator_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 227,
-                            "End Line": 230
+                            "Function Name": "server_read",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 124,
+                            "End Line": 135
                         },
                         {
-                            "Function Name": "entities_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "server_write",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 237,
-                            "End Line": 240
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 137,
+                            "End Line": 142
                         },
                         {
-                            "Function Name": "entity_count",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "closed",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 248
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 40,
+                            "End Line": 44
                         },
                         {
-                            "Function Name": "archetypes",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 251,
-                            "End Line": 254
+                            "Function Name": "send",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 116,
+                            "End Line": 122
                         },
                         {
-                            "Function Name": "components",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "with_protocols",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 257,
-                            "End Line": 260
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 152,
+                            "End Line": 160
                         },
                         {
-                            "Function Name": "resource_entities",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "with_compression",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 263,
-                            "End Line": 266
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 144,
+                            "End Line": 150
                         },
                         {
-                            "Function Name": "storages",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "client_read",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 285,
-                            "End Line": 288
+                            "Start Line": 37,
+                            "End Line": 37
                         },
                         {
-                            "Function Name": "bundles",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "client_write",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 291,
-                            "End Line": 294
+                            "Start Line": 38,
+                            "End Line": 38
                         },
                         {
-                            "Function Name": "removed_components",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "connection",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 300
+                            "Start Line": 46,
+                            "End Line": 46
                         },
                         {
-                            "Function Name": "observers",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "kept_alive",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 303,
-                            "End Line": 306
+                            "Start Line": 62,
+                            "End Line": 62
                         },
                         {
-                            "Function Name": "register_component",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "local_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 327,
-                            "End Line": 329
+                            "Start Line": 63,
+                            "End Line": 63
                         },
                         {
-                            "Function Name": "register_required_components",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "local_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 405,
-                            "End Line": 407
+                            "Start Line": 64,
+                            "End Line": 64
                         },
                         {
-                            "Function Name": "component_id",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "protocol",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 643,
-                            "End Line": 646
+                            "Start Line": 107,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "register_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "remote_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 655
+                            "Start Line": 109,
+                            "End Line": 109
                         },
                         {
-                            "Function Name": "resource_id",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "remote_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 664,
-                            "End Line": 667
+                            "Start Line": 110,
+                            "End Line": 110
                         },
                         {
-                            "Function Name": "spawn_empty",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "req",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1305,
-                            "End Line": 1308
+                            "Start Line": 111,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "clear_trackers",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "res",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1644,
-                            "End Line": 1647
+                            "Start Line": 112,
+                            "End Line": 112
                         },
                         {
-                            "Function Name": "query",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_websocket",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1711,
-                            "End Line": 1714
+                            "Start Line": 60,
+                            "End Line": 60
                         },
                         {
-                            "Function Name": "query_filtered",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "resume",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1735,
-                            "End Line": 1738
-                        },
+                            "Start Line": 114,
+                            "End Line": 114
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 75,
+                        "Sequential Logic Declarations": 116,
+                        "Function Parameters": 36,
+                        "Function/Method Declarations": 22,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 148,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 44,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 18,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 56,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 11,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 48,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 28,
+                        "Private / Encapsulated Scopes": 46,
+                        "Event Listeners & Subscribers": 16,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 143,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Compress::Raw::Zlib",
+                        "List::Util",
+                        "Mojo::Base",
+                        "Mojo::JSON",
+                        "Mojo::Transaction::WebSocket",
+                        "Mojo::Util",
+                        "Mojo::WebSocket"
+                    ]
+                }
+            }
+        },
+        "embedded_python/meow_turtle": {
+            "Directory Group Magnitude": 2283.92,
+            "File Count": 14,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "22.89%",
+                "Error & Exception Exposure": "62.77%",
+                "Tech Debt Exposure": "27.84%",
+                "Testing Exposure": "30.27%",
+                "API Exposure": "5.33%",
+                "Concurrency Exposure": "12.44%",
+                "State Flux Exposure": "80.9%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "7.14%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "30.97%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "embedded_python/meow_turtle/diagnostics.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "diagnostics.py",
+                        "Path": "embedded_python/meow_turtle/diagnostics.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7901.5,
+                        "Y": -39.7,
+                        "Z": -4142.36
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 169,
+                        "Coding LOC": 82,
+                        "Documentation LOC": 65,
+                        "Structural Magnitude": 67.34,
+                        "Control Flow Ratio": "37.0%",
+                        "Popularity Rank": 5,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.492
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "13.12%",
+                        "Error & Exception Exposure": "46.67%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.61%",
+                        "API Exposure": "6.68%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "53.97%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "38.6%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "try_query",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1786,
-                            "End Line": 1789
+                            "Function Name": "_parse_py_header",
+                            "Structural Impact": 21.1,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.6%",
+                            "Start Line": 79,
+                            "End Line": 119
                         },
                         {
-                            "Function Name": "try_query_filtered",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "scan",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1813,
-                            "End Line": 1816
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 135,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "init_non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_parse_config",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1928,
-                            "End Line": 1931
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 121,
+                            "End Line": 133
                         },
                         {
-                            "Function Name": "remove_non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "get_report_string",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2007,
-                            "End Line": 2010
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 156,
+                            "End Line": 165
                         },
                         {
-                            "Function Name": "non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 25,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2312,
-                            "End Line": 2315
+                            "Start Line": 53,
+                            "End Line": 77
                         },
                         {
-                            "Function Name": "non_send_resource_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2340,
-                            "End Line": 2343
+                            "Start Line": 25,
+                            "End Line": 27
                         },
                         {
-                            "Function Name": "get_non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2369,
-                            "End Line": 2372
+                            "Start Line": 29,
+                            "End Line": 31
                         },
                         {
-                            "Function Name": "get_non_send_resource_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2389,
-                            "End Line": 2392
+                            "Start Line": 33,
+                            "End Line": 35
                         },
                         {
-                            "Function Name": "write_message_default",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2937,
-                            "End Line": 2940
+                            "Start Line": 37,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "flush_components",
-                            "Structural Impact": 1.6,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3056,
-                            "End Line": 3058
+                            "Start Line": 41,
+                            "End Line": 43
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 17,
+                        "Sequential Logic Declarations": 29,
+                        "Function Parameters": 10,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 4,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 13,
+                        "State Mutations / Variable Reassignments": 5,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 26,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 14,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 7,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 76,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 9,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 5,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                    },
+                    "9. Extracted Dependencies": [
+                        "failures.",
+                        "json",
+                        "lib.logging",
+                        "os"
+                    ]
+                },
+                "embedded_python/meow_turtle/logging.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "logging.py",
+                        "Path": "embedded_python/meow_turtle/logging.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -8214.0,
+                        "Y": -50.45,
+                        "Z": -3868.01
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 119,
+                        "Coding LOC": 51,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 47.52,
+                        "Control Flow Ratio": "31.8%",
+                        "Popularity Rank": 15,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.514
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "14.02%",
+                        "Error & Exception Exposure": "56.33%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.68%",
+                        "API Exposure": "4.81%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "83.77%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "28.17%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_push",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 45,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "last_change_tick",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "pop",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3110,
-                            "End Line": 3113
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 78,
+                            "End Line": 86
                         },
                         {
-                            "Function Name": "last_trigger_id",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "has_msg",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3117,
-                            "End Line": 3120
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 69,
+                            "End Line": 76
                         },
                         {
-                            "Function Name": "drop",
-                            "Structural Impact": 1.6,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3218,
-                            "End Line": 3220
+                            "Start Line": 89,
+                            "End Line": 91
                         },
                         {
-                            "Function Name": "clear_all",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3277,
-                            "End Line": 3280
+                            "Start Line": 93,
+                            "End Line": 95
                         },
                         {
-                            "Function Name": "clear_non_send",
-                            "Structural Impact": 1.6,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3317,
-                            "End Line": 3319
+                            "Start Line": 97,
+                            "End Line": 99
                         },
                         {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3923,
-                            "End Line": 3926
+                            "Start Line": 101,
+                            "End Line": 103
                         },
                         {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4237,
-                            "End Line": 4240
+                            "Start Line": 105,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "init_resource_does_not_overwrite",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4243,
-                            "End Line": 4254
+                            "Start Line": 36,
+                            "End Line": 43
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 7,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 5,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 22,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 11,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 9,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 32,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 20,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 12,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 15,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
+                    },
+                    "9. Extracted Dependencies": [
+                        "_thread",
+                        "collections"
+                    ]
+                },
+                "embedded_python/meow_turtle/meowprotocol.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "meowprotocol.py",
+                        "Path": "embedded_python/meow_turtle/meowprotocol.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7997.31,
+                        "Y": 75.93,
+                        "Z": -4550.98
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 253,
+                        "Coding LOC": 132,
+                        "Documentation LOC": 82,
+                        "Structural Magnitude": 103.04,
+                        "Control Flow Ratio": "49.2%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.455
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "11.74%",
+                        "Error & Exception Exposure": "53.87%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.24%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "87.68%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "14.48%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse_stream",
+                            "Structural Impact": 25.7,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 140,
+                            "End Line": 202
                         },
                         {
-                            "Function Name": "init_non_send_does_not_overwrite",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4256,
-                            "End Line": 4267
+                            "Function Name": "_decode_hex_frame",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 204,
+                            "End Line": 253
                         },
                         {
-                            "Function Name": "new_world_has_disabling",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4573,
-                            "End Line": 4583
+                            "Function Name": "build_packet",
+                            "Structural Impact": 11.1,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 98,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "crc16_ccitt",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3918,
-                            "End Line": 3918
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 62,
+                            "End Line": 75
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4021,
-                            "End Line": 4026
+                            "Function Name": "priority_sort",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 78,
+                            "End Line": 95
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 191,
-                            "End Line": 194
+                            "Function Name": "get_priority",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 86,
+                            "End Line": 93
                         },
                         {
-                            "Function Name": "spawn_empty_bundle",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4406,
-                            "End Line": 4410
+                            "Start Line": 133,
+                            "End Line": 138
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 116,
-                        "Sequential Logic Declarations": 567,
-                        "Function Parameters": 246,
-                        "Function/Method Declarations": 191,
-                        "Class/Entity Declarations": 20,
-                        "Defensive Programming Constructs": 213,
-                        "Type/Safety Bypasses": 38,
-                        "High-Risk Execution Commands": 5,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 31,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 187,
-                        "State Mutations / Variable Reassignments": 320,
-                        "Commented-out Code (Dead Logic)": 230,
-                        "Structured Documentation Blocks": 1921,
-                        "Unit Test Assertions": 117,
-                        "Asynchronous/Concurrent Execution": 94,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 14,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 16,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 27,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 174,
-                        "Generic Type Abstractions": 357,
-                        "Collection Iterators / Comprehensions": 32,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 32,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 3,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 12,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 154,
-                        "Manual Memory Allocation": 3,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 6,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 14,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 31,
-                        "Thread Synchronization Locks": 10,
-                        "Immutable Data Declarations": 16,
-                        "Resource Deallocation & Cleanup": 9,
-                        "Private / Encapsulated Scopes": 187,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 3,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2138,
+                        "Structural Space Indentations": 91,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -562202,23 +562651,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 200,
+                        "Core Var Decl": 59,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 193,
-                        "Design Pascal Case": 6,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 1,
+                        "Design Snake Case": 25,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 34,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 56,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 1,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -562234,393 +562683,606 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 156,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "ADD",
-                        "Archetypes",
-                        "AtomicU32",
-                        "BundleId",
-                        "BundleInfo",
-                        "BundleInserter",
-                        "BundleSpawner",
-                        "Bundles",
-                        "CHECK_TICK_THRESHOLD",
-                        "ComponentDescriptor",
-                        "ComponentId",
-                        "ComponentIds",
-                        "ComponentInfo",
-                        "ComponentTicks",
-                        "ComponentTicksMut",
-                        "Components",
-                        "ComponentsQueuedRegistrator",
-                        "ComponentsRegistrator",
-                        "DESPAWN",
-                        "DISCARD",
-                        "DeferredWorld",
-                        "Despawn",
-                        "DetectChangesMut",
-                        "Disabled",
-                        "Discard",
-                        "DynamicBundle",
-                        "DynamicComponentFetch",
-                        "Entity",
-                        "EntityAllocator",
-                        "EntityMut",
-                        "EntityMutExcept",
-                        "EntityMutableFetchError",
-                        "EntityNotSpawnedError",
-                        "EntityRef",
-                        "EntityRefExcept",
-                        "EntityWorldMut",
-                        "FallbackErrorHandler",
-                        "FilteredEntityMut",
-                        "FilteredEntityRef",
-                        "HashSet",
-                        "INSERT",
-                        "IS_RESOURCE",
-                        "Insert",
-                        "InsertMode",
-                        "MaybeLocation",
-                        "MessageId",
-                        "Messages",
-                        "MovingPtr",
-                        "Mut",
-                        "MutUntyped",
-                        "Mutable",
-                        "NoBundleEffect",
-                        "OccupiedComponentEntry",
-                        "On",
-                        "Ordering",
-                        "OwningPtr",
-                        "Ptr",
-                        "QueryData",
-                        "QueryFilter",
-                        "QueryState",
-                        "REMOVE",
-                        "Ref",
-                        "Remove",
-                        "RemovedComponentMessages",
-                        "RequiredComponents",
-                        "RequiredComponentsError",
-                        "Res",
-                        "Resource",
-                        "ResourceEntities",
-                        "ScheduleLabel",
-                        "Schedules",
-                        "SpawnError",
-                        "StorageType",
-                        "Storages",
-                        "Tick",
-                        "ToString",
-                        "TryFromFilteredError",
-                        "TryInsertBatchError",
-                        "TryRunScheduleError",
-                        "UnsafeFilteredEntityMut",
-                        "UnsafeWorldCell",
-                        "VacantComponentEntry",
-                        "World",
-                        "WorldEntityFetch",
-                        "WriteBatchIds",
-                        "alloc::\n        borrow::ToOwned",
-                        "alloc::boxed::Box",
-                        "bevy_ecs::bundle::Bundle",
-                        "bevy_ecs::change_detection::MutUntyped",
-                        "bevy_ecs::component::Component",
-                        "bevy_ecs::prelude::*",
-                        "bevy_ecs_macros::Component",
-                        "bevy_ecs_macros::FromWorld",
-                        "bevy_platform::collections::HashMap",
-                        "bevy_platform::sync::atomic::AtomicU32",
-                        "bevy_ptr::Ptr",
-                        "bevy_ptr::move_as_ptr",
-                        "bevy_utils::prelude::DebugName",
-                        "bundle::\n        Bundle",
-                        "change_detection::\n        CheckChangeTicks",
-                        "component::\n        Component",
-                        "component::Component",
-                        "component::ComponentCloneBehavior",
-                        "core::\n        any::TypeId",
-                        "core::any::TypeId",
-                        "core::panic::Location",
-                        "crate::\n        change_detection::DetectChangesMut",
-                        "crate::\n    archetype::ArchetypeId",
-                        "crate::\n    change_detection::Mut",
-                        "deferred_world::DeferredWorld",
-                        "entity::Entities",
-                        "entity::Entity",
-                        "entity::EntityHashSet",
-                        "entity_access::\n    ComponentEntry",
-                        "entity_disabling::DefaultQueryFilters",
-                        "entity_fetch::EntityFetcher",
-                        "error::\n            EntityDespawnError",
-                        "error::ErrorHandler",
-                        "filtered_resource::*",
-                        "fmt",
-                        "identifier::WorldId",
-                        "lifecycle::ComponentHooks",
-                        "log::warn",
-                        "mem::ManuallyDrop",
-                        "message::Message",
-                        "observer::Observers",
-                        "panic",
-                        "prelude::Add",
-                        "prelude::Event",
-                        "ptr::OwningPtr",
-                        "query::DebugCheckedUnwrap",
-                        "query::With",
-                        "relationship::RelationshipHookMode",
-                        "resource::IsResource",
-                        "resource::Resource",
-                        "schedule::Schedule",
-                        "schedule::ScheduleLabel",
-                        "spawn_batch::*",
-                        "std::any::TypeId",
-                        "std::collections::HashMap",
-                        "std::println",
-                        "storage::NonSendData",
-                        "string::String",
-                        "super::FromWorld",
-                        "sync::Arc",
-                        "sync::Mutex",
-                        "sync::atomic::AtomicBool",
-                        "system::Commands",
-                        "unsafe_world_cell::UnsafeEntityCell",
-                        "vec",
-                        "vec::Vec",
-                        "world::\n        command_queue::RawCommandQueue",
-                        "world::DeferredWorld",
-                        "world::World",
-                        "world::command_queue::CommandQueue",
-                        "world::error::EntityMutableFetchError"
+                        "binascii",
+                        "lib.logging",
+                        "struct"
                     ]
                 },
-                "rust/bevy/bevy_reflect_path.rs": {
+                "embedded_python/meow_turtle/mpu6050.py": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_reflect_path.rs",
-                        "Path": "rust/bevy/bevy_reflect_path.rs",
-                        "Language": "Rust",
+                        "Filename": "mpu6050.py",
+                        "Path": "embedded_python/meow_turtle/mpu6050.py",
+                        "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7127.67,
-                        "Y": -36.01,
-                        "Z": -5410.17
+                        "X": -9044.85,
+                        "Y": 39.31,
+                        "Z": -4606.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 205,
-                        "Coding LOC": 164,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 67.48,
-                        "Control Flow Ratio": "33.3%",
+                        "Total LOC": 150,
+                        "Coding LOC": 70,
+                        "Documentation LOC": 57,
+                        "Structural Magnitude": 39.9,
+                        "Control Flow Ratio": "15.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.287
+                        "Raw Cognitive Density": 0.257
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.89%",
-                        "Error & Exception Exposure": "8.62%",
-                        "Tech Debt Exposure": "21.75%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "2.6%",
+                        "Cognitive Load Exposure": "6.11%",
+                        "Error & Exception Exposure": "57.26%",
+                        "Tech Debt Exposure": "92.41%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "3.1%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "73.39%",
+                        "State Flux Exposure": "75.92%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.35%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "access_following",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 86,
-                            "End Line": 101
+                            "Function Name": "__init__",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 45,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "next_token",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
+                            "Function Name": "get_raw_values",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 48,
-                            "End Line": 76
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 103,
+                            "End Line": 126
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "bytes_to_int",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 156,
-                            "End Line": 164
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 113,
+                            "End Line": 116
                         },
                         {
-                            "Function Name": "next",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "ping",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "25.0%",
-                            "Start Line": 111,
-                            "End Line": 123
+                            "Start Line": 80,
+                            "End Line": 90
                         },
                         {
-                            "Function Name": "symbol_from_byte",
+                            "Function Name": "close",
                             "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 169,
-                            "End Line": 177
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 92,
+                            "End Line": 101
                         },
                         {
-                            "Function Name": "next_ident",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
+                            "Function Name": "get_values",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 78,
-                            "End Line": 84
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 150
                         },
                         {
-                            "Function Name": "field_index",
-                            "Structural Impact": 3.0,
+                            "Function Name": "_write_register",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 134,
-                            "End Line": 136
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 72,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "list_index",
-                            "Structural Impact": 3.0,
+                            "Function Name": "_read_register",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 76,
+                            "End Line": 78
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 22,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 6,
+                        "State Mutations / Variable Reassignments": 6,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 18,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 9,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 1,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 9,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 52,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 22,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 8,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 14,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 3,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "lib.logging",
+                        "micropython",
+                        "time"
+                    ]
+                },
+                "embedded_python/meow_turtle/ota.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "ota.py",
+                        "Path": "embedded_python/meow_turtle/ota.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Alert": "TYPOSQUATTING THREAT: 'ubinascii' mimics 'binascii'",
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -9009.07,
+                        "Y": 33.15,
+                        "Z": -4425.36
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 238,
+                        "Coding LOC": 143,
+                        "Documentation LOC": 65,
+                        "Structural Magnitude": 140.46,
+                        "Control Flow Ratio": "42.9%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.974
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "35.5%",
+                        "Error & Exception Exposure": "78.95%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.5%",
+                        "API Exposure": "6.74%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "22.21%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "verify_and_commit",
+                            "Structural Impact": 24.9,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 137,
-                            "End Line": 139
+                            "Control Flow Ratio": "46.7%",
+                            "Start Line": 153,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 46
+                            "Function Name": "start_update",
+                            "Structural Impact": 20.2,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 81,
+                            "End Line": 126
                         },
                         {
-                            "Function Name": "offset",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_ensure_path",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 61,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "write_chunk",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 128,
+                            "End Line": 151
+                        },
+                        {
+                            "Function Name": "abort",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 103,
-                            "End Line": 105
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 227,
+                            "End Line": 238
                         },
                         {
-                            "Function Name": "field",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 133
+                            "Start Line": 49,
+                            "End Line": 59
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 40,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 24,
+                        "Type/Safety Bypasses": 14,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 11,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 58,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 16,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 4,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 11,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 136,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 8,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                    },
+                    "9. Extracted Dependencies": [
+                        "hashlib",
+                        "lib.logging",
+                        "os",
+                        "ubinascii"
+                    ]
+                },
+                "embedded_python/meow_turtle/tester.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "tester.py",
+                        "Path": "embedded_python/meow_turtle/tester.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -9046.66,
+                        "Y": -72.82,
+                        "Z": -4352.06
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 111,
+                        "Coding LOC": 49,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 56.78,
+                        "Control Flow Ratio": "50.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.592
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "17.35%",
+                        "Error & Exception Exposure": "57.83%",
+                        "Tech Debt Exposure": "63.67%",
+                        "Testing Exposure": "2.88%",
+                        "API Exposure": "4.66%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "93.2%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "run_sequence",
+                            "Structural Impact": 40.6,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 15,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "parse_invalid",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 185,
-                            "End Line": 203
+                            "Function Name": "wait_and_update",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 31,
+                            "End Line": 60
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 17,
-                        "Sequential Logic Declarations": 34,
-                        "Function Parameters": 15,
-                        "Function/Method Declarations": 12,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 43,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 15,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 2,
-                        "Unit Test Assertions": 4,
+                        "Structured Documentation Blocks": 6,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 15,
-                        "Generic Type Abstractions": 41,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 5,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 13,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 11,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 1,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 133,
+                        "Structural Space Indentations": 46,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -562637,15 +563299,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 17,
+                        "Core Var Decl": 11,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 9,
-                        "Design Pascal Case": 7,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -562669,131 +563331,204 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 9,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ReflectPathError",
-                        "Write",
-                        "core::\n    fmt::self",
-                        "crate::path::ParsedPath",
-                        "num::ParseIntError",
-                        "str::from_utf8_unchecked",
-                        "super::*",
-                        "super::Access",
-                        "thiserror::Error"
+                        "lib.logging",
+                        "time"
                     ]
                 },
-                "rust/bevy/bevy_render_phase.rs": {
+                "embedded_python/meow_turtle/tsl2591.py": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_render_phase.rs",
-                        "Path": "rust/bevy/bevy_render_phase.rs",
-                        "Language": "Rust",
+                        "Filename": "tsl2591.py",
+                        "Path": "embedded_python/meow_turtle/tsl2591.py",
+                        "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6494.09,
-                        "Y": -4.97,
-                        "Z": -4441.8
+                        "X": -8201.38,
+                        "Y": 89.9,
+                        "Z": -4996.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 40,
-                        "Coding LOC": 28,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 8.76,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 126,
+                        "Coding LOC": 74,
+                        "Documentation LOC": 29,
+                        "Structural Magnitude": 55.58,
+                        "Control Flow Ratio": "23.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.446
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "2.37%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "3.73%",
+                        "Cognitive Load Exposure": "11.43%",
+                        "Error & Exception Exposure": "60.44%",
+                        "Tech Debt Exposure": "99.28%",
+                        "Testing Exposure": "2.53%",
+                        "API Exposure": "2.67%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "98.53%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.49%",
+                        "Documentation Exposure": "44.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "distance",
+                            "Function Name": "get_raw_channels",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 108,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 33,
+                            "End Line": 54
+                        },
+                        {
+                            "Function Name": "_read_register",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 60,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "ping",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 67,
+                            "End Line": 76
+                        },
+                        {
+                            "Function Name": "close",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 87,
+                            "End Line": 92
+                        },
+                        {
+                            "Function Name": "_write_register",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 56,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "set_gain",
                             "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 24
+                            "Start Line": 94,
+                            "End Line": 99
                         },
                         {
-                            "Function Name": "from_world_from_view",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "set_timing",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 101,
+                            "End Line": 106
+                        },
+                        {
+                            "Function Name": "enable",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10,
-                            "End Line": 16
+                            "Start Line": 78,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "distance",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "disable",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 32,
-                            "End Line": 38
+                            "Start Line": 83,
+                            "End Line": 85
+                        },
+                        {
+                            "Function Name": "get_full_luminosity",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 126
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 7,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 11,
+                        "Function/Method Declarations": 11,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
-                        "Unit Test Assertions": 4,
+                        "Structured Documentation Blocks": 18,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -562802,23 +563537,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 23,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 20,
+                        "Structural Space Indentations": 55,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -562835,15 +563570,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
+                        "Core Var Decl": 26,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 3,
+                        "Design Snake Case": 10,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Upper Case": 16,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 3,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -562867,35 +563602,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Mat4",
-                        "Vec3",
-                        "Vec4",
-                        "bevy_math::Affine3A",
-                        "super::ViewRangefinder3d"
+                        "micropython",
+                        "time"
                     ]
                 },
-                "rust/bevy/bevy_schedule_graph.rs": {
+                "embedded_python/meow_turtle/actuators.py": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_schedule_graph.rs",
-                        "Path": "rust/bevy/bevy_schedule_graph.rs",
-                        "Language": "Rust",
+                        "Filename": "actuators.py",
+                        "Path": "embedded_python/meow_turtle/actuators.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6151.52,
-                        "Y": 119.37,
-                        "Z": -5176.19
+                        "X": -8432.09,
+                        "Y": 26.08,
+                        "Z": -4860.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -562904,159 +563636,189 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 283,
-                        "Coding LOC": 187,
-                        "Documentation LOC": 65,
-                        "Structural Magnitude": 70.54,
-                        "Control Flow Ratio": "26.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 535,
+                        "Coding LOC": 314,
+                        "Documentation LOC": 142,
+                        "Structural Magnitude": 306.78,
+                        "Control Flow Ratio": "72.3%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.383
+                        "Raw Cognitive Density": 0.707
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.38%",
-                        "Error & Exception Exposure": "13.66%",
-                        "Tech Debt Exposure": "75.21%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "1.94%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "75.57%",
+                        "Cognitive Load Exposure": "24.75%",
+                        "Error & Exception Exposure": "57.74%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.14%",
+                        "Concurrency Exposure": "75.28%",
+                        "State Flux Exposure": "81.26%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "23.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "visit_once",
-                            "Structural Impact": 23.6,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 9,
+                            "Function Name": "update_verification",
+                            "Structural Impact": 71.9,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "80.6%",
+                            "Start Line": 321,
+                            "End Line": 416
+                        },
+                        {
+                            "Function Name": "update",
+                            "Structural Impact": 64.9,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 29,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "32.1%",
-                            "Start Line": 150,
-                            "End Line": 220
+                            "Control Flow Ratio": "90.6%",
+                            "Start Line": 421,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "next_scc",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 110,
-                            "End Line": 144
+                            "Function Name": "__init__",
+                            "Structural Impact": 44.7,
+                            "Lines of Code (LOC)": 131,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 75,
+                            "End Line": 205
                         },
                         {
-                            "Function Name": "next",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 236,
-                            "End Line": 239
+                            "Function Name": "emergency_stop",
+                            "Structural Impact": 25.7,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 290,
+                            "End Line": 318
                         },
                         {
-                            "Function Name": "new_tarjan_scc",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 0,
+                            "Function Name": "set_target",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 229,
+                            "End Line": 256
+                        },
+                        {
+                            "Function Name": "__exit__",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 212,
+                            "End Line": 225
+                        },
+                        {
+                            "Function Name": "get_telemetry_string",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 48
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 258,
+                            "End Line": 273
                         },
                         {
-                            "Function Name": "a_b_c_a",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 263,
-                            "End Line": 281
+                            "Function Name": "safe_stop",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 275,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "perform_health_audit",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 241,
-                            "End Line": 244
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 522,
+                            "End Line": 535
                         },
                         {
-                            "Function Name": "kind",
+                            "Function Name": "__enter__",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 260
+                            "Start Line": 208,
+                            "End Line": 210
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 19,
-                        "Sequential Logic Declarations": 54,
+                        "Control Flow Branches": 107,
+                        "Sequential Logic Declarations": 41,
                         "Function Parameters": 10,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 34,
-                        "Type/Safety Bypasses": 1,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 20,
+                        "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 17,
+                        "I/O and Network Boundaries": 11,
+                        "Exposed API / Public Exports": 15,
+                        "State Mutations / Variable Reassignments": 28,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 43,
-                        "Unit Test Assertions": 7,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Structured Documentation Blocks": 24,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 13,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 26,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 1,
+                        "Collection Iterators / Comprehensions": 3,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 3,
                         "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 37,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 2,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 17,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 165,
+                        "Structural Space Indentations": 296,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 4,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -563069,15 +563831,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 23,
+                        "Core Var Decl": 86,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 20,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
+                        "Design Snake Case": 78,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -563101,62 +563863,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "GraphNodeId",
-                        "alloc::vec::Vec",
-                        "core::hash::BuildHasher",
-                        "crate::schedule::graph::DiGraph",
-                        "crate::schedule::graph::Direction",
-                        "num::NonZeroUsize",
-                        "smallvec::SmallVec",
-                        "super::*"
+                        "_thread",
+                        "bldc_driver",
+                        "lib.logging",
+                        "machine",
+                        "time",
+                        "vibration_driver"
                     ]
-                }
-            }
-        },
-        "perl/mojo": {
-            "Directory Group Magnitude": 2298.02,
-            "File Count": 5,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "42.44%",
-                "Error & Exception Exposure": "75.34%",
-                "Tech Debt Exposure": "18.83%",
-                "Testing Exposure": "64.46%",
-                "API Exposure": "0.0%",
-                "Concurrency Exposure": "40.0%",
-                "State Flux Exposure": "80.0%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "18.77%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "perl/mojo/IOLoop.pm": {
+                },
+                "embedded_python/meow_turtle/app.py": {
                     "1. Artifact Identity": {
-                        "Filename": "IOLoop.pm",
-                        "Path": "perl/mojo/IOLoop.pm",
-                        "Language": "Perl",
+                        "Filename": "app.py",
+                        "Path": "embedded_python/meow_turtle/app.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5241.59,
-                        "Y": -220.14,
-                        "Z": 8057.04
+                        "X": -8436.68,
+                        "Y": 19.08,
+                        "Z": -4571.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -563165,353 +563901,293 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 552,
-                        "Coding LOC": 353,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 693.26,
-                        "Control Flow Ratio": "31.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 1354,
+                        "Coding LOC": 925,
+                        "Documentation LOC": 221,
+                        "Structural Magnitude": 667.7,
+                        "Control Flow Ratio": "72.9%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.843
+                        "Raw Cognitive Density": 0.73
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "50.0%",
-                        "Error & Exception Exposure": "95.03%",
+                        "Cognitive Load Exposure": "35.53%",
+                        "Error & Exception Exposure": "62.04%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
+                        "API Exposure": "6.67%",
+                        "Concurrency Exposure": "22.78%",
+                        "State Flux Exposure": "59.02%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.16%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_remove",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.0%",
-                            "Start Line": 187,
-                            "End Line": 202
+                            "Function Name": "process_packet",
+                            "Structural Impact": 257.7,
+                            "Lines of Code (LOC)": 354,
+                            "Control Flow Branches": 119,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "83.2%",
+                            "Start Line": 651,
+                            "End Line": 1004
                         },
                         {
-                            "Function Name": "_stream",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 204,
-                            "End Line": 215
+                            "Function Name": "main",
+                            "Structural Impact": 119.3,
+                            "Lines of Code (LOC)": 346,
+                            "Control Flow Branches": 101,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "78.3%",
+                            "Start Line": 1006,
+                            "End Line": 1351
                         },
                         {
-                            "Function Name": "server",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 104,
-                            "End Line": 127
+                            "Function Name": "core1_task",
+                            "Structural Impact": 62.0,
+                            "Lines of Code (LOC)": 220,
+                            "Control Flow Branches": 50,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "89.3%",
+                            "Start Line": 429,
+                            "End Line": 648
                         },
                         {
-                            "Function Name": "reset",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
+                            "Function Name": "save_config_atomic",
+                            "Structural Impact": 24.9,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "69.0%",
+                            "Start Line": 163,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "process_queue",
+                            "Structural Impact": 23.9,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 90,
-                            "End Line": 102
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1228,
+                            "End Line": 1254
                         },
                         {
-                            "Function Name": "_maybe_accepting",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 171,
-                            "End Line": 176
+                            "Function Name": "send_reliable",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 398,
+                            "End Line": 426
                         },
                         {
-                            "Function Name": "remove",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 83,
-                            "End Line": 88
+                            "Function Name": "refill_lives",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 243,
+                            "End Line": 267
                         },
                         {
-                            "Function Name": "stream",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 144,
-                            "End Line": 149
+                            "Function Name": "check_brownout",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 316,
+                            "End Line": 337
                         },
                         {
-                            "Function Name": "_id",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 158,
-                            "End Line": 163
+                            "Function Name": "build_status_string",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 340,
+                            "End Line": 395
                         },
                         {
-                            "Function Name": "_not_accepting",
+                            "Function Name": "clear_boot_attempts",
                             "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 178,
-                            "End Line": 183
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 270,
+                            "End Line": 289
                         },
                         {
-                            "Function Name": "subprocess",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
+                            "Function Name": "get_prio",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 151,
-                            "End Line": 154
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1319,
+                            "End Line": 1323
                         },
                         {
-                            "Function Name": "acceptor",
+                            "Function Name": "memory_guard",
                             "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 31,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "one_tick",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 75,
-                            "End Line": 79
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 141,
+                            "End Line": 153
                         },
                         {
-                            "Function Name": "start",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "get_cpu_temp",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 131,
-                            "End Line": 135
+                            "Start Line": 291,
+                            "End Line": 301
                         },
                         {
-                            "Function Name": "_instance",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_vsys_voltage",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 167,
-                            "End Line": 167
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 303,
+                            "End Line": 313
                         },
                         {
-                            "Function Name": "_limit",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_mem_percent",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 169,
-                            "End Line": 169
-                        },
-                        {
-                            "Function Name": "_in",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 165,
-                            "End Line": 165
-                        },
-                        {
-                            "Function Name": "_out",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 185,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "client",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "next_tick",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 73
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 217,
-                            "End Line": 221
-                        },
-                        {
-                            "Function Name": "stop_gracefully",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 142
+                            "Start Line": 155,
+                            "End Line": 160
                         },
                         {
-                            "Function Name": "is_running",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 67,
-                            "End Line": 67
+                            "Start Line": 37,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "recurring",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 81
+                            "Start Line": 41,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "singleton",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 129,
-                            "End Line": 129
+                            "Start Line": 45,
+                            "End Line": 47
                         },
                         {
-                            "Function Name": "stop",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 137,
-                            "End Line": 137
+                            "Start Line": 49,
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 156,
-                            "End Line": 156
+                            "Start Line": 53,
+                            "End Line": 55
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 85,
-                        "Sequential Logic Declarations": 186,
-                        "Function Parameters": 52,
-                        "Function/Method Declarations": 26,
+                        "Control Flow Branches": 325,
+                        "Sequential Logic Declarations": 121,
+                        "Function Parameters": 20,
+                        "Function/Method Declarations": 20,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
+                        "Defensive Programming Constructs": 74,
+                        "Type/Safety Bypasses": 51,
+                        "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 232,
+                        "Exposed API / Public Exports": 21,
+                        "State Mutations / Variable Reassignments": 57,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 34,
+                        "Structured Documentation Blocks": 40,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 334,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 43,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 123,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 6,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 12,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 5,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 5,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 17,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 47,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 8,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 34,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
+                        "Explicit Type Casts": 44,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 5,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 13,
-                        "Private / Encapsulated Scopes": 68,
-                        "Event Listeners & Subscribers": 8,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 6,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 199,
+                        "Structural Space Indentations": 875,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 7,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -563520,12 +564196,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
+                        "Core Var Decl": 281,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
+                        "Design Snake Case": 274,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 7,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 15,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -563533,7 +564209,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -563545,49 +564221,52 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 12,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 15,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 10,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
                     },
                     "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::IOLoop",
-                        "Mojo::IOLoop::Client",
-                        "Mojo::IOLoop::Server",
-                        "Mojo::IOLoop::Stream",
-                        "Mojo::IOLoop::Subprocess",
-                        "Mojo::Reactor::Poll",
-                        "Mojo::Util",
-                        "Scalar::Util",
-                        "constant",
-                        "events"
+                        "_thread",
+                        "actuators",
+                        "diagnostics",
+                        "gc",
+                        "io",
+                        "json",
+                        "lib.logging",
+                        "machine",
+                        "meowprotocol",
+                        "os",
+                        "ota",
+                        "sensors",
+                        "struct",
+                        "sys",
+                        "time"
                     ]
                 },
-                "perl/mojo/Makefile.PL": {
+                "embedded_python/meow_turtle/bldc_driver.py": {
                     "1. Artifact Identity": {
-                        "Filename": "Makefile.PL",
-                        "Path": "perl/mojo/Makefile.PL",
-                        "Language": "Perl",
+                        "Filename": "bldc_driver.py",
+                        "Path": "embedded_python/meow_turtle/bldc_driver.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5440.69,
-                        "Y": -177.34,
-                        "Z": 7761.73
+                        "X": -8730.48,
+                        "Y": 58.12,
+                        "Z": -4928.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -563596,63 +564275,114 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 38,
-                        "Coding LOC": 32,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 15.64,
-                        "Control Flow Ratio": "73.7%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 121,
+                        "Coding LOC": 57,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 81.94,
+                        "Control Flow Ratio": "57.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.594
+                        "Raw Cognitive Density": 1.101
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.41%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "40.14%",
+                        "Error & Exception Exposure": "90.89%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "2.82%",
+                        "API Exposure": "5.51%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.18%",
+                        "Documentation Exposure": "64.2%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "set_direction",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 85,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "set_speed",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 59,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 21,
+                            "End Line": 57
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 109,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "stop",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 101,
+                            "End Line": 107
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 14,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 11,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "I/O and Network Boundaries": 6,
+                        "Exposed API / Public Exports": 7,
+                        "State Mutations / Variable Reassignments": 32,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 14,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 11,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 12,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -563660,28 +564390,28 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 4,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
+                        "Structural Space Indentations": 54,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 4,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -563690,11 +564420,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 21,
+                        "Core Var Decl": 9,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 12,
+                        "Design Snake Case": 8,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -563722,33 +564452,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "ExtUtils::MakeMaker",
-                        "strict",
-                        "warnings"
+                        "lib.logging",
+                        "machine"
                     ]
                 },
-                "perl/mojo/Promise.pm": {
+                "embedded_python/meow_turtle/boot.py": {
                     "1. Artifact Identity": {
-                        "Filename": "Promise.pm",
-                        "Path": "perl/mojo/Promise.pm",
-                        "Language": "Perl",
+                        "Filename": "boot.py",
+                        "Path": "embedded_python/meow_turtle/boot.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (boot.py)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4953.87,
-                        "Y": -211.99,
-                        "Z": 7621.77
+                        "X": -8175.15,
+                        "Y": -67.41,
+                        "Z": -4206.46
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -563757,453 +564486,516 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 379,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 715.78,
-                        "Control Flow Ratio": "34.4%",
-                        "Popularity Rank": 6,
+                        "Total LOC": 644,
+                        "Coding LOC": 354,
+                        "Documentation LOC": 197,
+                        "Structural Magnitude": 280.88,
+                        "Control Flow Ratio": "51.7%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.369
+                        "Raw Cognitive Density": 0.661
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "50.0%",
-                        "Error & Exception Exposure": "92.82%",
-                        "Tech Debt Exposure": "73.03%",
+                        "Cognitive Load Exposure": "20.6%",
+                        "Error & Exception Exposure": "80.52%",
+                        "Tech Debt Exposure": "17.05%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
+                        "API Exposure": "8.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.27%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "25.44%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_all",
-                            "Structural Impact": 22.6,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "32.1%",
-                            "Start Line": 125,
-                            "End Line": 177
+                            "Function Name": "run_ghost_mode",
+                            "Structural Impact": 34.8,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.3%",
+                            "Start Line": 438,
+                            "End Line": 532
                         },
                         {
-                            "Function Name": "_settle",
-                            "Structural Impact": 18.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 216,
-                            "End Line": 234
+                            "Function Name": "parse_stream",
+                            "Structural Impact": 25.0,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 279,
+                            "End Line": 328
                         },
                         {
-                            "Function Name": "_finally",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "41.2%",
-                            "Start Line": 199,
-                            "End Line": 214
+                            "Function Name": "main",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "68.2%",
+                            "Start Line": 535,
+                            "End Line": 641
                         },
                         {
-                            "Function Name": "map",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 20,
+                            "Function Name": "start",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 25,
                             "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.0%",
-                            "Start Line": 68,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "AWAIT_GET",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 18,
-                            "End Line": 24
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 362,
+                            "End Line": 386
                         },
                         {
-                            "Function Name": "DESTROY",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 6,
+                            "Function Name": "commit",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 51,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 254,
-                            "End Line": 260
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 401,
+                            "End Line": 424
                         },
                         {
-                            "Function Name": "_settle_await",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 236,
-                            "End Line": 242
+                            "Function Name": "read_int_file",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 148,
+                            "End Line": 161
                         },
                         {
-                            "Function Name": "_defer",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "ghost_crc16",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 189,
-                            "End Line": 197
-                        },
-                        {
-                            "Function Name": "_then_cb",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 244,
-                            "End Line": 252
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 229,
+                            "End Line": 242
                         },
                         {
-                            "Function Name": "wait",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "write_int_file",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 117,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 89,
-                            "End Line": 94
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 163,
+                            "End Line": 176
                         },
                         {
-                            "Function Name": "then",
-                            "Structural Impact": 4.6,
+                            "Function Name": "cleanup_temp_files",
+                            "Structural Impact": 6.6,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 101,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "AWAIT_IS_READY",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 28,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "catch",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "AWAIT_WAIT",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 45,
-                            "End Line": 49
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 119,
+                            "End Line": 130
                         },
                         {
-                            "Function Name": "finally",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "abort",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 66,
-                            "End Line": 66
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 426,
+                            "End Line": 436
                         },
                         {
-                            "Function Name": "AWAIT_ON_READY",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 39,
-                            "End Line": 43
+                            "Function Name": "check_crash_log",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 132,
+                            "End Line": 146
                         },
                         {
-                            "Function Name": "_await",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Function Name": "write",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 182,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "reject",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 98,
-                            "End Line": 98
-                        },
-                        {
-                            "Function Name": "resolve",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 99,
-                            "End Line": 99
-                        },
-                        {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
-                        },
-                        {
-                            "Function Name": "timeout",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 115,
-                            "End Line": 115
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 388,
+                            "End Line": 399
                         },
                         {
-                            "Function Name": "AWAIT_CHAIN_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "perform_rollback",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13,
-                            "End Line": 13
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 178,
+                            "End Line": 210
                         },
                         {
-                            "Function Name": "AWAIT_CLONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "perform_safety_lockout",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 14
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 100,
+                            "End Line": 113
                         },
                         {
-                            "Function Name": "AWAIT_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ghost_frame_packet",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 15,
-                            "End Line": 15
+                            "Start Line": 244,
+                            "End Line": 263
                         },
                         {
-                            "Function Name": "AWAIT_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "print_manifest",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 16,
-                            "End Line": 16
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 212,
+                            "End Line": 222
                         },
                         {
-                            "Function Name": "AWAIT_IS_CANCELLED",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 26
+                            "Start Line": 37,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "AWAIT_NEW_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 34,
-                            "End Line": 34
+                            "Start Line": 41,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "AWAIT_NEW_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 35
+                            "Start Line": 45,
+                            "End Line": 47
                         },
                         {
-                            "Function Name": "AWAIT_ON_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
+                            "Start Line": 49,
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "all",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 58,
-                            "End Line": 58
+                            "Start Line": 53,
+                            "End Line": 55
                         },
                         {
-                            "Function Name": "all_settled",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 59
+                            "Start Line": 271,
+                            "End Line": 277
                         },
                         {
-                            "Function Name": "any",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
+                            "Start Line": 358,
+                            "End Line": 360
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 105,
+                        "Sequential Logic Declarations": 98,
+                        "Function Parameters": 23,
+                        "Function/Method Declarations": 23,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 59,
+                        "Type/Safety Bypasses": 47,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 17,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 62,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 54,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 1,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 29,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 24,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 5,
+                        "Bitwise Operations": 7,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 4,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 314,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 10,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 57,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 47,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 10,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 14,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 11,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "app",
+                        "binascii",
+                        "hashlib",
+                        "interrupted",
+                        "json",
+                        "lib.diagnostics",
+                        "lib.logging",
+                        "machine",
+                        "os",
+                        "raw",
+                        "struct",
+                        "sys",
+                        "time",
+                        "uos"
+                    ]
+                },
+                "embedded_python/meow_turtle/pio_programs.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "pio_programs.py",
+                        "Path": "embedded_python/meow_turtle/pio_programs.py",
+                        "Language": "Embedded_Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7734.08,
+                        "Y": 7.96,
+                        "Z": -4697.05
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 84,
+                        "Coding LOC": 23,
+                        "Documentation LOC": 44,
+                        "Structural Magnitude": 6.46,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.217
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.31%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.42%",
+                        "API Exposure": "4.95%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "33.69%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "clone",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "pulse_counter_simple",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 36,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
+                            "Start Line": 18,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "race",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "pulse_counter_with_mirror",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 96,
-                            "End Line": 96
+                            "Start Line": 56,
+                            "End Line": 84
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 120,
-                        "Sequential Logic Declarations": 229,
-                        "Function Parameters": 46,
-                        "Function/Method Declarations": 37,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 21,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 256,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 34,
+                        "Structured Documentation Blocks": 6,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 270,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 57,
-                        "Global State Dependencies": 11,
-                        "Decorators and Annotations": 59,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 2,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 33,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 8,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 3,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 36,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 45,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 14,
-                        "Explicit Type Casts": 5,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Inline Assembly Blocks": 2,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 71,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 235,
+                        "Structural Space Indentations": 18,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 2,
-                        "Time Date Logic": 3,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564212,15 +565004,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -564244,38 +565036,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 6,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::Exception",
-                        "Mojo::IOLoop",
-                        "Mojo::Promise",
-                        "Mojo::UserAgent",
-                        "Scalar::Util",
-                        "constant"
+                        "rp2"
                     ]
                 },
-                "perl/mojo/Template.pm": {
+                "embedded_python/meow_turtle/sensors.py": {
                     "1. Artifact Identity": {
-                        "Filename": "Template.pm",
-                        "Path": "perl/mojo/Template.pm",
-                        "Language": "Perl",
+                        "Filename": "sensors.py",
+                        "Path": "embedded_python/meow_turtle/sensors.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4881.2,
-                        "Y": -142.36,
-                        "Z": 7464.58
+                        "X": -8729.64,
+                        "Y": -68.26,
+                        "Z": -4108.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564284,173 +565069,263 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 673,
-                        "Coding LOC": 422,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 607.54,
-                        "Control Flow Ratio": "52.6%",
+                        "Total LOC": 509,
+                        "Coding LOC": 294,
+                        "Documentation LOC": 142,
+                        "Structural Magnitude": 345.08,
+                        "Control Flow Ratio": "58.5%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.124
+                        "Raw Cognitive Density": 1.27
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "40.86%",
-                        "Error & Exception Exposure": "97.96%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "44.46%",
+                        "Error & Exception Exposure": "84.03%",
+                        "Tech Debt Exposure": "17.3%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
+                        "API Exposure": "4.26%",
+                        "Concurrency Exposure": "76.11%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "21.58%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse",
-                            "Structural Impact": 128.6,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 70,
+                            "Function Name": "read",
+                            "Structural Impact": 29.4,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "75.3%",
-                            "Start Line": 27,
-                            "End Line": 138
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 283,
+                            "End Line": 350
                         },
                         {
-                            "Function Name": "_compile",
-                            "Structural Impact": 49.6,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 32,
+                            "Function Name": "setup",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "71.1%",
-                            "Start Line": 176,
-                            "End Line": 234
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 236,
+                            "End Line": 271
                         },
                         {
-                            "Function Name": "process",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 140,
-                            "End Line": 161
+                            "Function Name": "get_data",
+                            "Structural Impact": 20.7,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 164,
+                            "End Line": 210
                         },
                         {
-                            "Function Name": "_wrap",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
+                            "Function Name": "_apply_filters",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "26.7%",
-                            "Start Line": 255,
-                            "End Line": 274
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 352,
+                            "End Line": 379
                         },
                         {
-                            "Function Name": "_trim",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 6,
+                            "Function Name": "read_all",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 242,
-                            "End Line": 253
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 450,
+                            "End Line": 489
                         },
                         {
-                            "Function Name": "render_file",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
+                            "Function Name": "__init__",
+                            "Structural Impact": 18.2,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 165,
-                            "End Line": 174
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 387,
+                            "End Line": 438
                         },
                         {
-                            "Function Name": "_line",
-                            "Structural Impact": 3.7,
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 123,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "__exit__",
+                            "Structural Impact": 9.2,
                             "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 444,
+                            "End Line": 448
+                        },
+                        {
+                            "Function Name": "_read_raw",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 83,
+                            "End Line": 91
+                        },
+                        {
+                            "Function Name": "teardown",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 273,
+                            "End Line": 281
+                        },
+                        {
+                            "Function Name": "read",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 93,
+                            "End Line": 110
+                        },
+                        {
+                            "Function Name": "get_telemetry_string",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 491,
+                            "End Line": 499
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 236,
-                            "End Line": 240
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 61,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "render",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "close",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 212,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 163
+                            "Start Line": 220,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "close",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 112,
+                            "End Line": 114
+                        },
+                        {
+                            "Function Name": "__enter__",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 440,
+                            "End Line": 442
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 153,
-                        "Sequential Logic Declarations": 138,
-                        "Function Parameters": 19,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 96,
+                        "Sequential Logic Declarations": 68,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 4,
+                        "Defensive Programming Constructs": 33,
+                        "Type/Safety Bypasses": 18,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 375,
+                        "I/O and Network Boundaries": 12,
+                        "Exposed API / Public Exports": 17,
+                        "State Mutations / Variable Reassignments": 112,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 36,
+                        "Structured Documentation Blocks": 46,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 148,
-                        "Closures and Anonymous Functions": 7,
-                        "Global State Dependencies": 9,
-                        "Decorators and Annotations": 47,
+                        "Asynchronous/Concurrent Execution": 14,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 8,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 15,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 42,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 32,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 16,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 11,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 18,
-                        "Thread Synchronization Locks": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 2,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 95,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 20,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 291,
+                        "Structural Space Indentations": 267,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 11,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 20,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564459,12 +565334,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
+                        "Core Var Decl": 50,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 11,
+                        "Design Snake Case": 41,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 3,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -564491,43 +565366,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 13,
+                        "Direct Upstream (Fragility)": 6,
                         "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::ByteStream",
-                        "Mojo::Exception",
-                        "Mojo::File",
-                        "Mojo::Template",
-                        "Mojo::Util",
-                        "Time::Piece",
-                        "a",
-                        "at",
-                        "constant",
-                        "newline",
-                        "warnings"
+                        "_thread",
+                        "lib.logging",
+                        "lib.pio_programs",
+                        "machine",
+                        "rp2",
+                        "time"
                     ]
                 },
-                "perl/mojo/WebSocket.pm": {
+                "embedded_python/meow_turtle/vibration_driver.py": {
                     "1. Artifact Identity": {
-                        "Filename": "WebSocket.pm",
-                        "Path": "perl/mojo/WebSocket.pm",
-                        "Language": "Perl",
+                        "Filename": "vibration_driver.py",
+                        "Path": "embedded_python/meow_turtle/vibration_driver.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4607.68,
-                        "Y": -214.74,
-                        "Z": 8272.97
+                        "X": -8591.57,
+                        "Y": -36.77,
+                        "Z": -3760.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564536,313 +565404,143 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 455,
-                        "Coding LOC": 275,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 265.8,
-                        "Control Flow Ratio": "39.3%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 118,
+                        "Coding LOC": 53,
+                        "Documentation LOC": 48,
+                        "Structural Magnitude": 84.46,
+                        "Control Flow Ratio": "51.9%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.434
+                        "Raw Cognitive Density": 1.108
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.95%",
-                        "Error & Exception Exposure": "90.91%",
-                        "Tech Debt Exposure": "21.11%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "40.38%",
+                        "Error & Exception Exposure": "92.24%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.85%",
+                        "API Exposure": "5.66%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "78.6%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse_message",
-                            "Structural Impact": 34.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 66,
-                            "End Line": 105
+                            "Function Name": "__init__",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 21,
+                            "End Line": 57
                         },
                         {
-                            "Function Name": "build_message",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
+                            "Function Name": "set_speed",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 13,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "finish",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 48,
-                            "End Line": 58
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 72,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "server_read",
-                            "Structural Impact": 7.5,
+                            "Function Name": "set_freq",
+                            "Structural Impact": 4.1,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 124,
-                            "End Line": 135
-                        },
-                        {
-                            "Function Name": "server_write",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 137,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "closed",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 40,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "send",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 116,
-                            "End Line": 122
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 59,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "with_protocols",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
+                            "Function Name": "deinit",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 152,
-                            "End Line": 160
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 106,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "with_compression",
-                            "Structural Impact": 4.6,
+                            "Function Name": "stop",
+                            "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 144,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "client_read",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "client_write",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 38,
-                            "End Line": 38
-                        },
-                        {
-                            "Function Name": "connection",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "kept_alive",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "local_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 63,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "local_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "protocol",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 107,
-                            "End Line": 107
-                        },
-                        {
-                            "Function Name": "remote_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 109,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "remote_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 110,
-                            "End Line": 110
-                        },
-                        {
-                            "Function Name": "req",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 111,
-                            "End Line": 111
-                        },
-                        {
-                            "Function Name": "res",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 112,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "is_websocket",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "resume",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
+                            "Start Line": 98,
+                            "End Line": 104
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 75,
-                        "Sequential Logic Declarations": 116,
-                        "Function Parameters": 36,
-                        "Function/Method Declarations": 22,
+                        "Control Flow Branches": 14,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 148,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 8,
+                        "State Mutations / Variable Reassignments": 33,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 44,
+                        "Structured Documentation Blocks": 14,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 18,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 56,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 11,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 8,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 11,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 1,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 48,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 5,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 28,
-                        "Private / Encapsulated Scopes": 46,
-                        "Event Listeners & Subscribers": 16,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 5,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 143,
+                        "Structural Space Indentations": 50,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564851,10 +565549,10 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 5,
+                        "Design Pascal Case": 1,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
@@ -564864,7 +565562,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -564883,19 +565581,14 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "Compress::Raw::Zlib",
-                        "List::Util",
-                        "Mojo::Base",
-                        "Mojo::JSON",
-                        "Mojo::Transaction::WebSocket",
-                        "Mojo::Util",
-                        "Mojo::WebSocket"
+                        "lib.logging",
+                        "machine"
                     ]
                 }
             }
@@ -571384,7 +572077,7 @@
                         "Cognitive Load Exposure": "77.96%",
                         "Error & Exception Exposure": "82.05%",
                         "Tech Debt Exposure": "53.28%",
-                        "Testing Exposure": "2.65%",
+                        "Testing Exposure": "2.64%",
                         "API Exposure": "3.14%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -756046,7 +756739,7 @@
                         "Cognitive Load Exposure": "48.06%",
                         "Error & Exception Exposure": "77.01%",
                         "Tech Debt Exposure": "98.57%",
-                        "Testing Exposure": "2.44%",
+                        "Testing Exposure": "2.43%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.99%",
@@ -837785,9 +838478,9 @@
                         "Identity Proof": "Prose Anchor (LICENSE_RELEASE)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8465.78,
+                        "X": -8463.36,
                         "Y": 167.09,
-                        "Z": -5096.81
+                        "Z": -5095.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -837942,9 +838635,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9277.1,
+                        "X": -9274.68,
                         "Y": 143.89,
-                        "Z": -5800.39
+                        "Z": -5798.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838113,9 +838806,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9179.09,
+                        "X": -9176.66,
                         "Y": 174.22,
-                        "Z": -4863.29
+                        "Z": -4861.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838350,9 +839043,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9503.77,
+                        "X": -9501.34,
                         "Y": 226.73,
-                        "Z": -5598.3
+                        "Z": -5596.83
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838556,9 +839249,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8752.41,
+                        "X": -8749.98,
                         "Y": 176.99,
-                        "Z": -5185.34
+                        "Z": -5183.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838821,9 +839514,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9012.53,
+                        "X": -9010.1,
                         "Y": 184.63,
-                        "Z": -5633.55
+                        "Z": -5632.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -839047,9 +839740,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9274.67,
+                        "X": -9272.25,
                         "Y": 171.93,
-                        "Z": -5237.05
+                        "Z": -5235.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -839299,9 +839992,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8622.86,
+                        "X": -8620.43,
                         "Y": 128.59,
-                        "Z": -5867.22
+                        "Z": -5865.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -839517,9 +840210,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9020.75,
+                        "X": -9018.32,
                         "Y": 118.41,
-                        "Z": -5846.0
+                        "Z": -5844.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -858363,9 +859056,9 @@
                         "Identity Proof": "Prose Extension (.txt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9281.41,
+                        "X": -9279.23,
                         "Y": 47.61,
-                        "Z": -4879.36
+                        "Z": -4878.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -858520,9 +859213,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9869.69,
+                        "X": -9867.52,
                         "Y": 78.52,
-                        "Z": -4244.31
+                        "Z": -4243.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -858822,9 +859515,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9648.77,
+                        "X": -9646.59,
                         "Y": 89.06,
-                        "Z": -4694.87
+                        "Z": -4693.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -859122,9 +859815,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10139.62,
+                        "X": -10137.45,
                         "Y": 139.32,
-                        "Z": -4785.19
+                        "Z": -4784.17
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -859294,9 +859987,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9610.38,
+                        "X": -9608.21,
                         "Y": 130.04,
-                        "Z": -4833.82
+                        "Z": -4832.8
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -859453,9 +860146,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9444.06,
+                        "X": -9441.88,
                         "Y": 34.03,
-                        "Z": -4167.39
+                        "Z": -4166.36
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -867678,9 +868371,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9935.7,
+                        "X": -9933.32,
                         "Y": 11.0,
-                        "Z": -5563.95
+                        "Z": -5562.64
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -867900,9 +868593,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9893.26,
+                        "X": -9890.89,
                         "Y": 16.48,
-                        "Z": -5666.81
+                        "Z": -5665.51
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -868057,9 +868750,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10123.77,
+                        "X": -10121.39,
                         "Y": -70.31,
-                        "Z": -5416.31
+                        "Z": -5415.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -887042,9 +887735,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sql)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9599.58,
+                        "X": -9597.21,
                         "Y": -241.05,
-                        "Z": -6126.62
+                        "Z": -6125.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -912388,9 +913081,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10175.62,
+                        "X": -10173.48,
                         "Y": 164.27,
-                        "Z": -4978.99
+                        "Z": -4977.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -919447,9 +920140,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10282.89,
+                        "X": -10280.58,
                         "Y": -169.62,
-                        "Z": -5864.86
+                        "Z": -5863.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
diff --git a/tests/golden_master_zero_dep_audit.json b/tests/golden_master_zero_dep_audit.json
index f9d5e335b..868031c55 100644
--- a/tests/golden_master_zero_dep_audit.json
+++ b/tests/golden_master_zero_dep_audit.json
@@ -12,8 +12,8 @@
             },
             "Target Root Name": "data",
             "Absolute Project Path": "/home/joe/nyx_projects/language-crucible/data",
-            "Analysis ISO Timestamp": "2026-08-31T11:55:59.212649+00:00",
-            "Total Scan Duration": "55.2 seconds"
+            "Analysis ISO Timestamp": "2026-08-31T14:25:23.222100+00:00",
+            "Total Scan Duration": "47.25 seconds"
         },
         "Source Control Footprint (Immutable Anchor)": {
             "Active Branch": "HEAD",
@@ -26,7 +26,7 @@
         "summary": {
             "total_files": 3365,
             "verified_files": 2817,
-            "total_loc": 836694,
+            "total_loc": 836237,
             "dominant_language": "c",
             "volatility_index": 0.0,
             "Percent_Visible": 83.7
@@ -236,10 +236,10 @@
             }
         },
         "health": {
-            "avg_cognitive_load": 29.823,
-            "avg_safety_score": 47.579,
-            "avg_tech_debt": 42.501,
-            "avg_documentation": 29.594
+            "avg_cognitive_load": 29.832,
+            "avg_safety_score": 47.587,
+            "avg_tech_debt": 42.544,
+            "avg_documentation": 29.612
         },
         "composition": {
             "markdown": {
@@ -359,8 +359,8 @@
             },
             "embedded_python": {
                 "files": 7,
-                "loc": 2477,
-                "impact": 2148.56
+                "loc": 2020,
+                "impact": 1773.3000000000002
             },
             "shell": {
                 "files": 213,
@@ -4097,20 +4097,20 @@
             },
             "embedded_python/meow_turtle": {
                 "file_count": 14,
-                "total_mass": 2659.18,
+                "total_mass": 2283.92,
                 "avg_exposures": {
-                    "cognitive_load": 21.06,
-                    "safety_score": 61.1,
-                    "tech_debt": 19.25,
-                    "verification": 7.99,
-                    "api_exposure": 4.95,
-                    "concurrency": 10.74,
-                    "state_flux": 79.9,
+                    "cognitive_load": 22.89,
+                    "safety_score": 62.77,
+                    "tech_debt": 27.84,
+                    "verification": 30.27,
+                    "api_exposure": 5.33,
+                    "concurrency": 12.44,
+                    "state_flux": 80.9,
                     "dead_code": 0.0,
                     "spec_match": 7.14,
                     "stability": 50.0,
                     "churn": 0.0,
-                    "documentation": 27.45,
+                    "documentation": 30.97,
                     "secrets_risk": 0.0
                 }
             },
@@ -538480,44 +538480,45 @@
                 }
             }
         },
-        "embedded_python/meow_turtle": {
-            "Directory Group Magnitude": 2659.18,
-            "File Count": 14,
+        "python/airflow": {
+            "Directory Group Magnitude": 2606.32,
+            "File Count": 3,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "21.06%",
-                "Error & Exception Exposure": "61.1%",
-                "Tech Debt Exposure": "19.25%",
-                "Testing Exposure": "7.99%",
-                "API Exposure": "4.95%",
-                "Concurrency Exposure": "10.74%",
-                "State Flux Exposure": "79.9%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "7.14%",
+                "Cognitive Load Exposure": "15.22%",
+                "Error & Exception Exposure": "57.05%",
+                "Tech Debt Exposure": "42.21%",
+                "Testing Exposure": "80.0%",
+                "API Exposure": "3.07%",
+                "Concurrency Exposure": "31.63%",
+                "State Flux Exposure": "58.33%",
+                "Commented Logic Exposure": "3.48%",
+                "Specification Exposure": "100.0%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "27.45%",
+                "Documentation Exposure": "14.68%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "embedded_python/meow_turtle/diagnostics.py": {
+                "python/airflow/dag.py": {
                     "1. Artifact Identity": {
-                        "Filename": "diagnostics.py",
-                        "Path": "embedded_python/meow_turtle/diagnostics.py",
+                        "Filename": "dag.py",
+                        "Path": "python/airflow/dag.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "AirflowException, Base",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9095.04,
-                        "Y": -89.48,
-                        "Z": -4111.65
+                        "X": -1238.86,
+                        "Y": 258.69,
+                        "Z": 9945.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -538526,185 +538527,425 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 169,
-                        "Coding LOC": 82,
-                        "Documentation LOC": 65,
-                        "Structural Magnitude": 67.34,
-                        "Control Flow Ratio": "37.0%",
-                        "Popularity Rank": 5,
+                        "Total LOC": 854,
+                        "Coding LOC": 569,
+                        "Documentation LOC": 162,
+                        "Structural Magnitude": 318.68,
+                        "Control Flow Ratio": "27.2%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.492
+                        "Raw Cognitive Density": 0.757
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.12%",
-                        "Error & Exception Exposure": "46.67%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "6.68%",
+                        "Cognitive Load Exposure": "25.36%",
+                        "Error & Exception Exposure": "62.25%",
+                        "Tech Debt Exposure": "92.48%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.18%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "53.97%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "State Flux Exposure": "96.59%",
+                        "Commented Logic Exposure": "5.24%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.6%",
+                        "Documentation Exposure": "20.21%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_parse_py_header",
-                            "Structural Impact": 21.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 10,
+                            "Function Name": "dags_needing_dagruns",
+                            "Structural Impact": 38.6,
+                            "Lines of Code (LOC)": 114,
+                            "Control Flow Branches": 18,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "52.6%",
-                            "Start Line": 79,
-                            "End Line": 119
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 626,
+                            "End Line": 739
                         },
                         {
-                            "Function Name": "scan",
+                            "Function Name": "deadline",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 503,
+                            "End Line": 517
+                        },
+                        {
+                            "Function Name": "calculate_dagrun_date_fields",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 741,
+                            "End Line": 786
+                        },
+                        {
+                            "Function Name": "get_run_data_interval",
+                            "Structural Impact": 12.1,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "41.7%",
+                            "Start Line": 139,
+                            "End Line": 172
+                        },
+                        {
+                            "Function Name": "deactivate_deleted_dags",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 588,
+                            "End Line": 623
+                        },
+                        {
+                            "Function Name": "infer_automated_data_interval",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 107,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 462,
+                            "End Line": 477
+                        },
+                        {
+                            "Function Name": "get_asset_triggered_next_run_info",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 39,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 254,
+                            "End Line": 292
+                        },
+                        {
+                            "Function Name": "_get_model_data_interval",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 223,
+                            "End Line": 236
+                        },
+                        {
+                            "Function Name": "get_next_data_interval",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 175,
+                            "End Line": 197
+                        },
+                        {
+                            "Function Name": "next_dagrun_data_interval",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 491,
+                            "End Line": 495
+                        },
+                        {
+                            "Function Name": "__getattr__",
                             "Structural Impact": 5.2,
                             "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 135,
-                            "End Line": 154
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 834,
+                            "End Line": 853
                         },
                         {
-                            "Function Name": "_parse_config",
-                            "Structural Impact": 4.9,
+                            "Function Name": "get_last_dagrun",
+                            "Structural Impact": 4.7,
                             "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 121,
-                            "End Line": 133
+                            "Start Line": 239,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "get_report_string",
+                            "Function Name": "dag_ready",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 640,
+                            "End Line": 651
+                        },
+                        {
+                            "Function Name": "get_dag_id_to_team_name_mapping",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 813,
+                            "End Line": 822
+                        },
+                        {
+                            "Function Name": "get_asset_triggered_next_run_info",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 789,
+                            "End Line": 797
+                        },
+                        {
+                            "Function Name": "get_all",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 333,
+                            "End Line": 337
+                        },
+                        {
+                            "Function Name": "dag_display_name",
                             "Structural Impact": 3.3,
                             "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 156,
-                            "End Line": 165
+                            "Start Line": 575,
+                            "End Line": 584
+                        },
+                        {
+                            "Function Name": "dag_display_name",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 571,
+                            "End Line": 572
+                        },
+                        {
+                            "Function Name": "get_paused_dag_ids",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 550,
+                            "End Line": 564
                         },
                         {
                             "Function Name": "__init__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 25,
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 77
+                            "Start Line": 214,
+                            "End Line": 217
                         },
                         {
-                            "Function Name": "info",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "get_last_dagrun",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 27
+                            "Start Line": 537,
+                            "End Line": 542
                         },
                         {
-                            "Function Name": "warn",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "get_team_name",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 29,
-                            "End Line": 31
+                            "Start Line": 801,
+                            "End Line": 809
                         },
                         {
-                            "Function Name": "error",
+                            "Function Name": "get_current",
                             "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 2,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 35
+                            "Start Line": 533,
+                            "End Line": 534
                         },
                         {
-                            "Function Name": "crit",
-                            "Structural Impact": 2.1,
+                            "Function Name": "get_dagmodel",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 525,
+                            "End Line": 529
+                        },
+                        {
+                            "Function Name": "get_is_active",
+                            "Structural Impact": 1.9,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 39
+                            "Start Line": 544,
+                            "End Line": 546
                         },
                         {
-                            "Function Name": "debug",
-                            "Structural Impact": 2.1,
+                            "Function Name": "next_dagrun_data_interval",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 483,
+                            "End Line": 488
+                        },
+                        {
+                            "Function Name": "deadline",
+                            "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 41,
-                            "End Line": 43
+                            "Start Line": 498,
+                            "End Line": 500
+                        },
+                        {
+                            "Function Name": "__str__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 219,
+                            "End Line": 220
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 308,
+                            "End Line": 309
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 329,
+                            "End Line": 330
+                        },
+                        {
+                            "Function Name": "__repr__",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 479,
+                            "End Line": 480
+                        },
+                        {
+                            "Function Name": "timezone",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 520,
+                            "End Line": 521
+                        },
+                        {
+                            "Function Name": "safe_dag_id",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 567,
+                            "End Line": 568
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 17,
-                        "Sequential Logic Declarations": 29,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 4,
+                        "Control Flow Branches": 67,
+                        "Sequential Logic Declarations": 179,
+                        "Function Parameters": 34,
+                        "Function/Method Declarations": 34,
+                        "Class/Entity Declarations": 4,
+                        "Defensive Programming Constructs": 16,
+                        "Type/Safety Bypasses": 10,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 13,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 26,
-                        "Unit Test Assertions": 0,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 30,
+                        "State Mutations / Variable Reassignments": 80,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 49,
+                        "Unit Test Assertions": 1,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 24,
+                        "Generic Type Abstractions": 43,
+                        "Collection Iterators / Comprehensions": 8,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 18,
+                        "Module Dependencies (Imports)": 47,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 14,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 1,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 12,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 7,
+                        "Private / Encapsulated Scopes": 43,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 76,
+                        "Structural Space Indentations": 514,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -538712,7 +538953,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 2,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -538720,16 +538961,16 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Vectorized Math & Tensor Operations": 21,
+                        "Core Var Decl": 101,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 9,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 84,
+                        "Design Pascal Case": 13,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 2,
+                        "Design Long Vars": 11,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 14,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -538739,7 +538980,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -538753,34 +538994,71 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 5,
+                        "Direct Upstream (Fragility)": 40,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
                         "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "failures.",
-                        "json",
-                        "lib.logging",
-                        "os"
+                        "__future__",
+                        "airflow",
+                        "airflow._shared.timezones",
+                        "airflow.assets.evaluation",
+                        "airflow.configuration",
+                        "airflow.exceptions",
+                        "airflow.models.asset",
+                        "airflow.models.base",
+                        "airflow.models.dagbundle",
+                        "airflow.models.dagrun",
+                        "airflow.models.serialized_dag",
+                        "airflow.models.team",
+                        "airflow.sdk",
+                        "airflow.serialization.definitions.assets",
+                        "airflow.serialization.definitions.dag",
+                        "airflow.serialization.encoders",
+                        "airflow.serialization.enums",
+                        "airflow.serialization.serialized_objects",
+                        "airflow.timetables.base",
+                        "airflow.timetables.interval",
+                        "airflow.timetables.simple",
+                        "airflow.utils.deprecation_tools",
+                        "airflow.utils.session",
+                        "airflow.utils.sqlalchemy",
+                        "airflow.utils.state",
+                        "airflow.utils.types",
+                        "collections",
+                        "collections.abc",
+                        "datetime",
+                        "dateutil.relativedelta",
+                        "it",
+                        "pendulum",
+                        "sqlalchemy",
+                        "sqlalchemy.ext.associationproxy",
+                        "sqlalchemy.ext.hybrid",
+                        "sqlalchemy.orm",
+                        "sqlalchemy.sql",
+                        "structlog",
+                        "typing",
+                        "warnings"
                     ]
                 },
-                "embedded_python/meow_turtle/logging.py": {
+                "python/airflow/s3.py": {
                     "1. Artifact Identity": {
-                        "Filename": "logging.py",
-                        "Path": "embedded_python/meow_turtle/logging.py",
+                        "Filename": "s3.py",
+                        "Path": "python/airflow/s3.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "AwsBaseHook",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9048.48,
-                        "Y": 48.31,
-                        "Z": -4888.31
+                        "X": -1568.69,
+                        "Y": 118.88,
+                        "Z": 10533.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -538789,154 +539067,624 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 119,
-                        "Coding LOC": 51,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 47.52,
-                        "Control Flow Ratio": "31.8%",
-                        "Popularity Rank": 15,
+                        "Total LOC": 1818,
+                        "Coding LOC": 1101,
+                        "Documentation LOC": 479,
+                        "Structural Magnitude": 969.52,
+                        "Control Flow Ratio": "51.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.514
+                        "Raw Cognitive Density": 0.466
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "14.02%",
-                        "Error & Exception Exposure": "56.33%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.68%",
-                        "API Exposure": "4.81%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "83.77%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Cognitive Load Exposure": "12.15%",
+                        "Error & Exception Exposure": "54.08%",
+                        "Tech Debt Exposure": "21.86%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.83%",
+                        "Concurrency Exposure": "79.53%",
+                        "State Flux Exposure": "50.22%",
+                        "Commented Logic Exposure": "5.21%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.17%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_push",
-                            "Structural Impact": 12.3,
+                            "Function Name": "list_keys",
+                            "Structural Impact": 52.9,
+                            "Lines of Code (LOC)": 88,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 846,
+                            "End Line": 933
+                        },
+                        {
+                            "Function Name": "download_file",
+                            "Structural Impact": 43.8,
+                            "Lines of Code (LOC)": 82,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 1552,
+                            "End Line": 1633
+                        },
+                        {
+                            "Function Name": "is_keys_unchanged_async",
+                            "Structural Impact": 42.0,
+                            "Lines of Code (LOC)": 110,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "58.8%",
+                            "Start Line": 734,
+                            "End Line": 843
+                        },
+                        {
+                            "Function Name": "copy_object",
+                            "Structural Impact": 35.9,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 11,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1390,
+                            "End Line": 1484
+                        },
+                        {
+                            "Function Name": "load_file",
+                            "Structural Impact": 30.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 1183,
+                            "End Line": 1242
+                        },
+                        {
+                            "Function Name": "select_key",
+                            "Structural Impact": 27.9,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1094,
+                            "End Line": 1141
+                        },
+                        {
+                            "Function Name": "get_files_async",
+                            "Structural Impact": 25.5,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 639,
+                            "End Line": 672
+                        },
+                        {
+                            "Function Name": "_sync_to_local_dir_if_changed",
+                            "Structural Impact": 24.0,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 1761,
+                            "End Line": 1793
+                        },
+                        {
+                            "Function Name": "_check_key_async",
+                            "Structural Impact": 22.8,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 540,
+                            "End Line": 572
+                        },
+                        {
+                            "Function Name": "list_prefixes_async",
+                            "Structural Impact": 22.0,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 467,
+                            "End Line": 511
+                        },
+                        {
+                            "Function Name": "_list_keys_async",
+                            "Structural Impact": 22.0,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 674,
+                            "End Line": 717
+                        },
+                        {
+                            "Function Name": "put_bucket_tagging",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 1690,
+                            "End Line": 1730
+                        },
+                        {
+                            "Function Name": "load_string",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 9,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 1246,
+                            "End Line": 1293
+                        },
+                        {
+                            "Function Name": "provide_bucket_name",
+                            "Structural Impact": 21.0,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "48.0%",
+                            "Start Line": 77,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "list_prefixes",
+                            "Structural Impact": 20.8,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 394,
+                            "End Line": 438
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 187,
+                            "End Line": 207
+                        },
+                        {
+                            "Function Name": "_upload_file_obj",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1357,
+                            "End Line": 1388
+                        },
+                        {
+                            "Function Name": "delete_objects",
+                            "Structural Impact": 17.8,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1513,
+                            "End Line": 1548
+                        },
+                        {
+                            "Function Name": "parse_s3_url",
+                            "Structural Impact": 17.7,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 224,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "create_bucket",
+                            "Structural Impact": 17.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 341,
+                            "End Line": 374
+                        },
+                        {
+                            "Function Name": "get_file_metadata_async",
+                            "Structural Impact": 16.9,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 514,
+                            "End Line": 538
+                        },
+                        {
+                            "Function Name": "_sync_to_local_dir_delete_stale_local_files",
+                            "Structural Impact": 16.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1746,
+                            "End Line": 1759
+                        },
+                        {
+                            "Function Name": "_list_key_object_filter",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 719,
+                            "End Line": 732
+                        },
+                        {
+                            "Function Name": "sync_to_local_dir",
+                            "Structural Impact": 13.4,
                             "Lines of Code (LOC)": 23,
                             "Control Flow Branches": 4,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 1795,
+                            "End Line": 1817
+                        },
+                        {
+                            "Function Name": "delete_bucket",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 45,
-                            "End Line": 67
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 1487,
+                            "End Line": 1511
                         },
                         {
-                            "Function Name": "pop",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "check_for_bucket",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 297,
+                            "End Line": 325
+                        },
+                        {
+                            "Function Name": "iter_file_metadata",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 967,
+                            "End Line": 1003
+                        },
+                        {
+                            "Function Name": "wrapper",
+                            "Structural Impact": 11.3,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 137,
+                            "End Line": 154
+                        },
+                        {
+                            "Function Name": "get_s3_bucket_key",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 269,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "get_head_object_async",
+                            "Structural Impact": 10.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 442,
+                            "End Line": 465
+                        },
+                        {
+                            "Function Name": "unify_bucket_name_and_key",
+                            "Structural Impact": 10.0,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 132,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "get_wildcard_key",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1163,
+                            "End Line": 1179
+                        },
+                        {
+                            "Function Name": "check_key_async",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 31,
                             "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 574,
+                            "End Line": 604
+                        },
+                        {
+                            "Function Name": "get_key",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1049,
+                            "End Line": 1074
+                        },
+                        {
+                            "Function Name": "head_object",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1007,
+                            "End Line": 1029
+                        },
+                        {
+                            "Function Name": "maybe_add_bucket_name",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 88,
+                            "End Line": 97
+                        },
+                        {
+                            "Function Name": "_is_in_period",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 78,
-                            "End Line": 86
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 725,
+                            "End Line": 730
                         },
                         {
-                            "Function Name": "has_msg",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "load_bytes",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 30,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 69,
-                            "End Line": 76
+                            "Start Line": 1297,
+                            "End Line": 1326
                         },
                         {
-                            "Function Name": "debug",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "generate_presigned_url",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1635,
+                            "End Line": 1667
+                        },
+                        {
+                            "Function Name": "get_file_metadata",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 936,
+                            "End Line": 964
+                        },
+                        {
+                            "Function Name": "check_for_prefix_async",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 606,
+                            "End Line": 626
+                        },
+                        {
+                            "Function Name": "wrapper",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 118,
+                            "End Line": 127
+                        },
+                        {
+                            "Function Name": "check_for_prefix",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 377,
+                            "End Line": 391
+                        },
+                        {
+                            "Function Name": "get_bucket_tagging",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1670,
+                            "End Line": 1687
+                        },
+                        {
+                            "Function Name": "load_file_obj",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 26,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 7,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 89,
-                            "End Line": 91
+                            "Start Line": 1330,
+                            "End Line": 1355
                         },
                         {
-                            "Function Name": "info",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "wrapper",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 110,
+                            "End Line": 113
+                        },
+                        {
+                            "Function Name": "sanitize_extra_args",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1061,
+                            "End Line": 1067
+                        },
+                        {
+                            "Function Name": "check_for_wildcard_key",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 93,
-                            "End Line": 95
+                            "Start Line": 1145,
+                            "End Line": 1159
                         },
                         {
-                            "Function Name": "warn",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "_check_for_prefix_async",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 97,
-                            "End Line": 99
+                            "Start Line": 628,
+                            "End Line": 637
                         },
                         {
-                            "Function Name": "error",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "check_for_key",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 103
+                            "Start Line": 1033,
+                            "End Line": 1045
                         },
                         {
-                            "Function Name": "crit",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "read_key",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 105,
-                            "End Line": 107
+                            "Start Line": 1078,
+                            "End Line": 1090
                         },
                         {
-                            "Function Name": "__init__",
+                            "Function Name": "get_bucket",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 328,
+                            "End Line": 338
+                        },
+                        {
+                            "Function Name": "delete_bucket_tagging",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1733,
+                            "End Line": 1744
+                        },
+                        {
+                            "Function Name": "wrapper",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 102,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "resource",
                             "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 36,
-                            "End Line": 43
+                            "Start Line": 210,
+                            "End Line": 216
+                        },
+                        {
+                            "Function Name": "extra_args",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 219,
+                            "End Line": 221
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 7,
-                        "Sequential Logic Declarations": 15,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
+                        "Control Flow Branches": 225,
+                        "Sequential Logic Declarations": 212,
+                        "Function Parameters": 56,
+                        "Function/Method Declarations": 56,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 27,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 5,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 22,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 48,
+                        "State Mutations / Variable Reassignments": 63,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 263,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 45,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 75,
+                        "Collection Iterators / Comprehensions": 7,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 36,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 11,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -538944,45 +539692,45 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 4,
+                        "Structured Telemetry & Logging": 1,
                         "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Explicit Type Casts": 12,
+                        "Fatal Aborts & Exceptions": 23,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 9,
+                        "Private / Encapsulated Scopes": 55,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 32,
+                        "Structural Space Indentations": 1062,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Regex Execution": 7,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 20,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
+                        "Vectorized Math & Tensor Operations": 43,
+                        "Core Var Decl": 321,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 12,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 211,
+                        "Design Pascal Case": 109,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 1,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 13,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -538992,7 +539740,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -539006,32 +539754,66 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 15,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 4
+                        "Direct Upstream (Fragility)": 35,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 7,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "_thread",
-                        "collections"
+                        "__future__",
+                        "aiobotocore.client",
+                        "airflow.exceptions",
+                        "airflow.providers.amazon.aws.exceptions",
+                        "airflow.providers.amazon.aws.hooks.base_aws",
+                        "airflow.providers.amazon.aws.utils.tags",
+                        "airflow.providers.amazon.version_compat",
+                        "airflow.providers.common.compat.connection",
+                        "airflow.providers.common.compat.lineage.hook",
+                        "airflow.providers.common.compat.sdk",
+                        "airflow.utils.helpers",
+                        "asyncio",
+                        "boto3.s3.transfer",
+                        "botocore.exceptions",
+                        "collections.abc",
+                        "contextlib",
+                        "copy",
+                        "datetime",
+                        "fnmatch",
+                        "functools",
+                        "gzip",
+                        "inspect",
+                        "io",
+                        "logging",
+                        "mypy_boto3_s3.service_resource",
+                        "os",
+                        "pathlib",
+                        "re",
+                        "shutil",
+                        "tempfile",
+                        "time",
+                        "typing",
+                        "urllib.parse",
+                        "uuid",
+                        "warnings"
                     ]
                 },
-                "embedded_python/meow_turtle/meowprotocol.py": {
+                "python/airflow/scheduler_job_runner.py": {
                     "1. Artifact Identity": {
-                        "Filename": "meowprotocol.py",
-                        "Path": "embedded_python/meow_turtle/meowprotocol.py",
+                        "Filename": "scheduler_job_runner.py",
+                        "Path": "python/airflow/scheduler_job_runner.py",
                         "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
+                        "Parent Entity": "BaseJobRunner, LoggingMixin",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8735.02,
-                        "Y": 79.13,
-                        "Z": -4797.02
+                        "X": -1307.06,
+                        "Y": 157.88,
+                        "Z": 10193.74
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -539040,136 +539822,706 @@
                         "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 253,
-                        "Coding LOC": 132,
-                        "Documentation LOC": 82,
-                        "Structural Magnitude": 103.04,
-                        "Control Flow Ratio": "49.2%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 3261,
+                        "Coding LOC": 2381,
+                        "Documentation LOC": 490,
+                        "Structural Magnitude": 1318.12,
+                        "Control Flow Ratio": "55.6%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.455
+                        "Raw Cognitive Density": 0.284
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.74%",
-                        "Error & Exception Exposure": "53.87%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "8.15%",
+                        "Error & Exception Exposure": "54.8%",
+                        "Tech Debt Exposure": "12.3%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.24%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "87.68%",
+                        "API Exposure": "0.2%",
+                        "Concurrency Exposure": "15.36%",
+                        "State Flux Exposure": "28.17%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.48%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse_stream",
-                            "Structural Impact": 25.7,
-                            "Lines of Code (LOC)": 63,
+                            "Function Name": "process_executor_events",
+                            "Structural Impact": 166.8,
+                            "Lines of Code (LOC)": 298,
+                            "Control Flow Branches": 61,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "84.7%",
+                            "Start Line": 1137,
+                            "End Line": 1434
+                        },
+                        {
+                            "Function Name": "_executable_task_instances_to_queued",
+                            "Structural Impact": 144.8,
+                            "Lines of Code (LOC)": 457,
+                            "Control Flow Branches": 60,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 474,
+                            "End Line": 930
+                        },
+                        {
+                            "Function Name": "_try_to_load_executor",
+                            "Structural Impact": 52.4,
+                            "Lines of Code (LOC)": 65,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "84.0%",
+                            "Start Line": 3175,
+                            "End Line": 3239
+                        },
+                        {
+                            "Function Name": "_schedule_dag_run",
+                            "Structural Impact": 52.2,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 22,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 2281,
+                            "End Line": 2405
+                        },
+                        {
+                            "Function Name": "_run_scheduler_loop",
+                            "Structural Impact": 46.3,
+                            "Lines of Code (LOC)": 163,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "76.5%",
+                            "Start Line": 1509,
+                            "End Line": 1671
+                        },
+                        {
+                            "Function Name": "_maybe_requeue_stuck_ti",
+                            "Structural Impact": 44.0,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 2491,
+                            "End Line": 2566
+                        },
+                        {
+                            "Function Name": "_create_dag_runs",
+                            "Structural Impact": 40.9,
+                            "Lines of Code (LOC)": 137,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "64.0%",
+                            "Start Line": 1888,
+                            "End Line": 2024
+                        },
+                        {
+                            "Function Name": "_executor_to_workloads",
+                            "Structural Impact": 35.5,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 3134,
+                            "End Line": 3173
+                        },
+                        {
+                            "Function Name": "_purge_task_instances_without_heartbeats",
+                            "Structural Impact": 31.4,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 2891,
+                            "End Line": 2959
+                        },
+                        {
+                            "Function Name": "_activate_referenced_assets",
+                            "Structural Impact": 30.6,
+                            "Lines of Code (LOC)": 93,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "63.6%",
+                            "Start Line": 3040,
+                            "End Line": 3132
+                        },
+                        {
+                            "Function Name": "adopt_or_reset_orphaned_tasks",
+                            "Structural Impact": 29.2,
+                            "Lines of Code (LOC)": 99,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 2718,
+                            "End Line": 2816
+                        },
+                        {
+                            "Function Name": "_start_queued_dagruns",
+                            "Structural Impact": 26.7,
+                            "Lines of Code (LOC)": 83,
                             "Control Flow Branches": 12,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "66.7%",
-                            "Start Line": 140,
-                            "End Line": 202
+                            "Start Line": 2177,
+                            "End Line": 2259
                         },
                         {
-                            "Function Name": "_decode_hex_frame",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 50,
+                            "Function Name": "_enqueue_executor_callbacks",
+                            "Structural Impact": 25.9,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "63.2%",
+                            "Start Line": 1040,
+                            "End Line": 1107
+                        },
+                        {
+                            "Function Name": "_create_dag_runs_asset_triggered",
+                            "Structural Impact": 25.9,
+                            "Lines of Code (LOC)": 117,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 2033,
+                            "End Line": 2149
+                        },
+                        {
+                            "Function Name": "_do_scheduling",
+                            "Structural Impact": 25.4,
+                            "Lines of Code (LOC)": 92,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "64.7%",
+                            "Start Line": 1673,
+                            "End Line": 1764
+                        },
+                        {
+                            "Function Name": "_enqueue_task_instances_with_queued_state",
+                            "Structural Impact": 22.9,
+                            "Lines of Code (LOC)": 56,
                             "Control Flow Branches": 8,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 932,
+                            "End Line": 987
+                        },
+                        {
+                            "Function Name": "_get_team_names_for_dag_ids",
+                            "Structural Impact": 22.2,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 342,
+                            "End Line": 386
+                        },
+                        {
+                            "Function Name": "_get_workload_team_name",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 388,
+                            "End Line": 419
+                        },
+                        {
+                            "Function Name": "_ensure_ti_has_dag_version_id",
+                            "Structural Impact": 17.6,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 155,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "_debug_dump",
+                            "Structural Impact": 17.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 447,
+                            "End Line": 472
+                        },
+                        {
+                            "Function Name": "_create_dagruns_for_dags",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 1832,
+                            "End Line": 1854
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 16.5,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 261,
+                            "End Line": 308
+                        },
+                        {
+                            "Function Name": "_critical_section_enqueue_task_instances",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 7,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 204,
-                            "End Line": 253
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 989,
+                            "End Line": 1038
                         },
                         {
-                            "Function Name": "build_packet",
-                            "Structural Impact": 11.1,
-                            "Lines of Code (LOC)": 27,
+                            "Function Name": "_emit_ti_metrics",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 45,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 2627,
+                            "End Line": 2671
+                        },
+                        {
+                            "Function Name": "_lock_backfills",
+                            "Structural Impact": 15.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2151,
+                            "End Line": 2175
+                        },
+                        {
+                            "Function Name": "_create_dagruns_for_partitioned_asset_dags",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1766,
+                            "End Line": 1829
+                        },
+                        {
+                            "Function Name": "_execute",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1436,
+                            "End Line": 1481
+                        },
+                        {
+                            "Function Name": "_verify_integrity_if_dag_changed",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 2407,
+                            "End Line": 2443
+                        },
+                        {
+                            "Function Name": "_update_dag_run_state_for_paused_dags",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 1484,
+                            "End Line": 1507
+                        },
+                        {
+                            "Function Name": "_get_num_times_stuck_in_queued",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 38,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 5,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "60.0%",
-                            "Start Line": 98,
-                            "End Line": 124
+                            "Start Line": 2585,
+                            "End Line": 2622
                         },
                         {
-                            "Function Name": "crc16_ccitt",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "_activate_assets_generate_warnings",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 32,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "58.3%",
+                            "Start Line": 3069,
+                            "End Line": 3100
+                        },
+                        {
+                            "Function Name": "_update_state",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 62,
-                            "End Line": 75
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 2195,
+                            "End Line": 2211
                         },
                         {
-                            "Function Name": "priority_sort",
-                            "Structural Impact": 6.6,
+                            "Function Name": "check_trigger_timeouts",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 2819,
+                            "End Line": 2841
+                        },
+                        {
+                            "Function Name": "_mark_backfills_complete",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1858,
+                            "End Line": 1886
+                        },
+                        {
+                            "Function Name": "_handle_tasks_stuck_in_queued",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2456,
+                            "End Line": 2479
+                        },
+                        {
+                            "Function Name": "_schedule_all_dag_runs",
+                            "Structural Impact": 7.6,
                             "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2262,
+                            "End Line": 2279
+                        },
+                        {
+                            "Function Name": "_set_exceeds_max_active_runs",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 3241,
+                            "End Line": 3256
+                        },
+                        {
+                            "Function Name": "_exit_gracefully",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 421,
+                            "End Line": 433
+                        },
+                        {
+                            "Function Name": "_get_current_dag",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 314,
+                            "End Line": 323
+                        },
+                        {
+                            "Function Name": "_get_sentry_integration",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "37.5%",
-                            "Start Line": 78,
-                            "End Line": 95
+                            "Start Line": 943,
+                            "End Line": 958
                         },
                         {
-                            "Function Name": "get_priority",
-                            "Structural Impact": 6.1,
-                            "Lines of Code (LOC)": 8,
+                            "Function Name": "_send_dag_callbacks_to_processor",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 2445,
+                            "End Line": 2453
+                        },
+                        {
+                            "Function Name": "_generate_task_instance_heartbeat_timeout_message_details",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 86,
-                            "End Line": 93
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 2964,
+                            "End Line": 2978
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "_emit_pool_metrics",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 2680,
+                            "End Line": 2715
+                        },
+                        {
+                            "Function Name": "_find_and_purge_task_instances_without_heartbeats",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2844,
+                            "End Line": 2861
+                        },
+                        {
+                            "Function Name": "_reschedule_stuck_task",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2568,
+                            "End Line": 2582
+                        },
+                        {
+                            "Function Name": "_find_task_instances_without_heartbeats",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 2863,
+                            "End Line": 2889
+                        },
+                        {
+                            "Function Name": "_generate_warning_message",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3051,
+                            "End Line": 3067
+                        },
+                        {
+                            "Function Name": "load",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 204,
+                            "End Line": 216
+                        },
+                        {
+                            "Function Name": "_emit_running_dags_metric",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 2674,
+                            "End Line": 2677
+                        },
+                        {
+                            "Function Name": "register_signals",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 325,
+                            "End Line": 340
+                        },
+                        {
+                            "Function Name": "_process_task_event_logs",
+                            "Structural Impact": 3.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1110,
+                            "End Line": 1112
+                        },
+                        {
+                            "Function Name": "_update_asset_orphanage",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 32,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 133,
-                            "End Line": 138
+                            "Start Line": 2994,
+                            "End Line": 3025
+                        },
+                        {
+                            "Function Name": "_log_memory_usage",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 435,
+                            "End Line": 445
+                        },
+                        {
+                            "Function Name": "_process_executor_events",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1128,
+                            "End Line": 1134
+                        },
+                        {
+                            "Function Name": "_remove_unreferenced_triggers",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2981,
+                            "End Line": 2991
+                        },
+                        {
+                            "Function Name": "_eager_load_dag_run_for_validation",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 130,
+                            "End Line": 152
+                        },
+                        {
+                            "Function Name": "_get_tis_stuck_in_queued",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2481,
+                            "End Line": 2489
+                        },
+                        {
+                            "Function Name": "_orphan_unreferenced_assets",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3028,
+                            "End Line": 3037
+                        },
+                        {
+                            "Function Name": "_get_current_dr_task_concurrency",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 229,
+                            "End Line": 236
+                        },
+                        {
+                            "Function Name": "heartbeat_callback",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 311,
+                            "End Line": 312
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 199,
+                            "End Line": 202
+                        },
+                        {
+                            "Function Name": "_is_parent_process",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 219,
+                            "End Line": 226
+                        },
+                        {
+                            "Function Name": "_is_metrics_enabled",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1115,
+                            "End Line": 1122
+                        },
+                        {
+                            "Function Name": "_is_tracing_enabled",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 2,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1125,
+                            "End Line": 1126
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 31,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 3,
+                        "Control Flow Branches": 447,
+                        "Sequential Logic Declarations": 357,
+                        "Function Parameters": 65,
+                        "Function/Method Declarations": 64,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 51,
+                        "Type/Safety Bypasses": 55,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 14,
+                        "I/O and Network Boundaries": 21,
+                        "Exposed API / Public Exports": 8,
+                        "State Mutations / Variable Reassignments": 80,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 16,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Structured Documentation Blocks": 110,
+                        "Unit Test Assertions": 5,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
+                        "Closures and Anonymous Functions": 1,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 21,
+                        "Generic Type Abstractions": 99,
+                        "Collection Iterators / Comprehensions": 65,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Metaprogramming & Reflection": 11,
+                        "Module Dependencies (Imports)": 84,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 12,
+                        "Planned Work (TODOs)": 11,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
+                        "Event Publishers / Emitters": 5,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
@@ -539177,53 +540529,53 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 2,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Explicit Type Casts": 26,
+                        "Fatal Aborts & Exceptions": 8,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 5,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 209,
+                        "Event Listeners & Subscribers": 46,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 91,
+                        "Structural Space Indentations": 2304,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Time Date Logic": 6,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 59,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
+                        "Vectorized Math & Tensor Operations": 20,
+                        "Core Var Decl": 526,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 25,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 34,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Snake Case": 498,
+                        "Design Pascal Case": 23,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 16,
+                        "Design Long Vars": 13,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 1,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -539237,166 +540589,285 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
-                    },
-                    "9. Extracted Dependencies": [
-                        "binascii",
-                        "lib.logging",
-                        "struct"
+                        "Direct Upstream (Fragility)": 78,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 4,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "SchedulerDagBag",
+                        "__future__",
+                        "airflow",
+                        "airflow._shared.logging.types",
+                        "airflow._shared.observability.metrics.dual_stats_manager",
+                        "airflow._shared.observability.metrics.stats",
+                        "airflow._shared.timezones",
+                        "airflow.api_fastapi.execution_api.datamodels.taskinstance",
+                        "airflow.assets.evaluation",
+                        "airflow.callbacks.callback_requests",
+                        "airflow.callbacks.database_callback_sink",
+                        "airflow.configuration",
+                        "airflow.dag_processing.bundles.base",
+                        "airflow.exceptions",
+                        "airflow.executors",
+                        "airflow.executors.base_executor",
+                        "airflow.executors.executor_loader",
+                        "airflow.executors.executor_utils",
+                        "airflow.executors.workloads.types",
+                        "airflow.jobs.base_job_runner",
+                        "airflow.jobs.job",
+                        "airflow.models",
+                        "airflow.models.asset",
+                        "airflow.models.backfill",
+                        "airflow.models.callback",
+                        "airflow.models.dag",
+                        "airflow.models.dag_version",
+                        "airflow.models.dagbag",
+                        "airflow.models.dagbundle",
+                        "airflow.models.dagrun",
+                        "airflow.models.dagwarning",
+                        "airflow.models.pool",
+                        "airflow.models.serialized_dag",
+                        "airflow.models.taskinstance",
+                        "airflow.models.taskinstancekey",
+                        "airflow.models.team",
+                        "airflow.models.trigger",
+                        "airflow.observability.metrics",
+                        "airflow.serialization.definitions.assets",
+                        "airflow.serialization.definitions.dag",
+                        "airflow.serialization.definitions.notset",
+                        "airflow.ti_deps.dependencies_states",
+                        "airflow.timetables.simple",
+                        "airflow.utils.db",
+                        "airflow.utils.event_scheduler",
+                        "airflow.utils.log.logging_mixin",
+                        "airflow.utils.retries",
+                        "airflow.utils.session",
+                        "airflow.utils.sqlalchemy",
+                        "airflow.utils.state",
+                        "airflow.utils.types",
+                        "collections",
+                        "collections.abc",
+                        "contextlib",
+                        "datetime",
+                        "due",
+                        "functools",
+                        "itertools",
+                        "logging",
+                        "multiprocessing",
+                        "operator",
+                        "os",
+                        "pendulum.datetime",
+                        "signal",
+                        "sqlalchemy",
+                        "sqlalchemy.engine",
+                        "sqlalchemy.exc",
+                        "sqlalchemy.orm",
+                        "sqlalchemy.orm.interfaces",
+                        "sqlalchemy.sql",
+                        "sqlalchemy.sql.selectable",
+                        "sys",
+                        "threading",
+                        "time",
+                        "traceback",
+                        "tracemalloc",
+                        "types",
+                        "typing"
                     ]
-                },
-                "embedded_python/meow_turtle/mpu6050.py": {
+                }
+            }
+        },
+        "assembly/blst_generated_asm": {
+            "Directory Group Magnitude": 2590.98,
+            "File Count": 13,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "6.68%",
+                "Error & Exception Exposure": "60.59%",
+                "Tech Debt Exposure": "3.05%",
+                "Testing Exposure": "68.06%",
+                "API Exposure": "4.5%",
+                "Concurrency Exposure": "42.62%",
+                "State Flux Exposure": "0.0%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "17.71%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "assembly/blst_generated_asm/add_mod_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "mpu6050.py",
-                        "Path": "embedded_python/meow_turtle/mpu6050.py",
-                        "Language": "Python",
+                        "Filename": "add_mod_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/add_mod_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7703.08,
-                        "Y": 64.88,
-                        "Z": -4404.04
+                        "X": -4888.75,
+                        "Y": 4.45,
+                        "Z": -7340.32
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 150,
-                        "Coding LOC": 70,
-                        "Documentation LOC": 57,
-                        "Structural Magnitude": 39.9,
-                        "Control Flow Ratio": "15.4%",
+                        "Total LOC": 682,
+                        "Coding LOC": 516,
+                        "Documentation LOC": 50,
+                        "Structural Magnitude": 109.62,
+                        "Control Flow Ratio": "3.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.257
+                        "Raw Cognitive Density": 0.178
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.11%",
-                        "Error & Exception Exposure": "57.26%",
-                        "Tech Debt Exposure": "92.41%",
-                        "Testing Exposure": "2.49%",
-                        "API Exposure": "3.1%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "75.92%",
+                        "Cognitive Load Exposure": "9.21%",
+                        "Error & Exception Exposure": "68.04%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "7.06%",
+                        "Concurrency Exposure": "77.02%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "20.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 45,
-                            "End Line": 70
+                            "Function Name": "lshift_mod_256",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "15.4%",
+                            "Start Line": 174,
+                            "End Line": 233
                         },
                         {
-                            "Function Name": "get_raw_values",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 103,
-                            "End Line": 126
+                            "Function Name": "mul_by_3_mod_256",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "18.2%",
+                            "Start Line": 80,
+                            "End Line": 131
                         },
                         {
-                            "Function Name": "bytes_to_int",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "rshift_mod_256",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 91,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 113,
-                            "End Line": 116
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.6%",
+                            "Start Line": 234,
+                            "End Line": 324
                         },
                         {
-                            "Function Name": "ping",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 80,
-                            "End Line": 90
+                            "Function Name": "cneg_mod_256",
+                            "Structural Impact": 6.7,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 325,
+                            "End Line": 405
                         },
                         {
-                            "Function Name": "close",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 92,
-                            "End Line": 101
+                            "Function Name": "sub_n_check_mod_256",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 601,
+                            "End Line": 680
                         },
                         {
-                            "Function Name": "get_values",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "add_n_check_mod_256",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 78,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 150
+                            "Start Line": 523,
+                            "End Line": 600
                         },
                         {
-                            "Function Name": "_write_register",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "add_mod_256",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 73,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 74
+                            "Start Line": 7,
+                            "End Line": 79
                         },
                         {
-                            "Function Name": "_read_register",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "sub_mod_256",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 71,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 76,
-                            "End Line": 78
+                            "Start Line": 406,
+                            "End Line": 476
+                        },
+                        {
+                            "Function Name": "check_mod_256",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 477,
+                            "End Line": 522
+                        },
+                        {
+                            "Function Name": "__lshift_mod_256",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 132,
+                            "End Line": 173
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 22,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 122,
+                        "Function Parameters": 270,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 10,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 6,
-                        "State Mutations / Variable Reassignments": 6,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 18,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 19,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -539405,11 +540876,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 9,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -539420,17 +540891,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 9,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 52,
+                        "Structural Tab Indentations": 359,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -539447,15 +540918,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 22,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 8,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 14,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -539479,147 +540950,372 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "micropython",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/ota.py": {
+                "assembly/blst_generated_asm/add_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "ota.py",
-                        "Path": "embedded_python/meow_turtle/ota.py",
-                        "Language": "Python",
+                        "Filename": "add_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/add_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'ubinascii' mimics 'binascii'",
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9011.01,
-                        "Y": 33.14,
-                        "Z": -4426.02
+                        "X": -4563.95,
+                        "Y": 56.66,
+                        "Z": -7316.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 238,
-                        "Coding LOC": 143,
-                        "Documentation LOC": 65,
-                        "Structural Magnitude": 140.46,
-                        "Control Flow Ratio": "42.9%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 2215,
+                        "Coding LOC": 1849,
+                        "Documentation LOC": 140,
+                        "Structural Magnitude": 370.98,
+                        "Control Flow Ratio": "5.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.974
+                        "Raw Cognitive Density": 0.108
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "35.5%",
-                        "Error & Exception Exposure": "78.95%",
+                        "Cognitive Load Exposure": "7.11%",
+                        "Error & Exception Exposure": "63.72%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.5%",
-                        "API Exposure": "6.74%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "8.36%",
+                        "Concurrency Exposure": "67.87%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "22.21%",
+                        "Documentation Exposure": "17.06%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "verify_and_commit",
-                            "Structural Impact": 24.9,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "46.7%",
-                            "Start Line": 153,
-                            "End Line": 225
-                        },
-                        {
-                            "Function Name": "start_update",
-                            "Structural Impact": 20.2,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 81,
-                            "End Line": 126
+                            "Function Name": "mul_by_8_mod_384x",
+                            "Structural Impact": 23.7,
+                            "Lines of Code (LOC)": 103,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "15.8%",
+                            "Start Line": 840,
+                            "End Line": 942
                         },
                         {
-                            "Function Name": "_ensure_path",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 19,
+                            "Function Name": "mul_by_3_mod_384x",
+                            "Structural Impact": 18.2,
+                            "Lines of Code (LOC)": 99,
                             "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 61,
-                            "End Line": 79
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "15.4%",
+                            "Start Line": 741,
+                            "End Line": 839
                         },
                         {
-                            "Function Name": "write_chunk",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 24,
+                            "Function Name": "mul_by_8_mod_384",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 81,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "13.6%",
+                            "Start Line": 660,
+                            "End Line": 740
+                        },
+                        {
+                            "Function Name": "rshift_mod_384",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 202,
+                            "End Line": 279
+                        },
+                        {
+                            "Function Name": "mul_by_3_mod_384",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 583,
+                            "End Line": 659
+                        },
+                        {
+                            "Function Name": "lshift_mod_384",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "3.8%",
+                            "Start Line": 426,
+                            "End Line": 532
+                        },
+                        {
+                            "Function Name": "mul_by_1_plus_i_mod_384x",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 157,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1247,
+                            "End Line": 1403
+                        },
+                        {
+                            "Function Name": "vec_is_equal_16x",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 128,
-                            "End Line": 151
+                            "Start Line": 2162,
+                            "End Line": 2213
                         },
                         {
-                            "Function Name": "abort",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "vec_select_288",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 138,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1927,
+                            "End Line": 2064
+                        },
+                        {
+                            "Function Name": "add_mod_384x",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 71,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 131,
+                            "End Line": 201
+                        },
+                        {
+                            "Function Name": "sub_mod_384x",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 1178,
+                            "End Line": 1246
+                        },
+                        {
+                            "Function Name": "vec_is_zero_16x",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 227,
-                            "End Line": 238
+                            "Start Line": 2120,
+                            "End Line": 2161
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "div_by_2_mod_384",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 79,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.0%",
+                            "Start Line": 347,
+                            "End Line": 425
+                        },
+                        {
+                            "Function Name": "sgn0_pty_mod_384x",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 125,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1460,
+                            "End Line": 1584
+                        },
+                        {
+                            "Function Name": "vec_select_192",
+                            "Structural Impact": 8.4,
+                            "Lines of Code (LOC)": 102,
                             "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1741,
+                            "End Line": 1842
+                        },
+                        {
+                            "Function Name": "cneg_mod_384",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 113,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 943,
+                            "End Line": 1055
+                        },
+                        {
+                            "Function Name": "vec_select_144",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 84,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1843,
+                            "End Line": 1926
+                        },
+                        {
+                            "Function Name": "vec_select_96",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 66,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1675,
+                            "End Line": 1740
+                        },
+                        {
+                            "Function Name": "__sub_mod_384",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1114,
+                            "End Line": 1177
+                        },
+                        {
+                            "Function Name": "add_mod_384",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 7,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "sub_mod_384",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1056,
+                            "End Line": 1113
+                        },
+                        {
+                            "Function Name": "vec_select_48",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 59
+                            "Start Line": 1627,
+                            "End Line": 1674
+                        },
+                        {
+                            "Function Name": "__rshift_mod_384",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 280,
+                            "End Line": 346
+                        },
+                        {
+                            "Function Name": "sgn0_pty_mod_384",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1404,
+                            "End Line": 1459
+                        },
+                        {
+                            "Function Name": "vec_select_32",
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 42,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 10,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1585,
+                            "End Line": 1626
+                        },
+                        {
+                            "Function Name": "__add_mod_384_a_is_loaded",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 79,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "vec_prefetch",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2065,
+                            "End Line": 2119
+                        },
+                        {
+                            "Function Name": "__lshift_mod_384",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 533,
+                            "End Line": 582
+                        },
+                        {
+                            "Function Name": "__add_mod_384",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 65,
+                            "End Line": 77
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 40,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 24,
-                        "Type/Safety Bypasses": 14,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 58,
+                        "Control Flow Branches": 29,
+                        "Sequential Logic Declarations": 501,
+                        "Function Parameters": 1417,
+                        "Function/Method Declarations": 29,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 28,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 16,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 55,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -539628,11 +541324,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 4,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 11,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -539643,17 +541339,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 28,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 3,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 136,
+                        "Structural Tab Indentations": 1350,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -539670,11 +541366,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 8,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -539686,12 +541382,12 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -539702,107 +541398,102 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "hashlib",
-                        "lib.logging",
-                        "os",
-                        "ubinascii"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/tester.py": {
+                "assembly/blst_generated_asm/add_mod_384x384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "tester.py",
-                        "Path": "embedded_python/meow_turtle/tester.py",
-                        "Language": "Python",
+                        "Filename": "add_mod_384x384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/add_mod_384x384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8161.59,
-                        "Y": 70.45,
-                        "Z": -5204.69
+                        "X": -5277.51,
+                        "Y": -8.05,
+                        "Z": -7351.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 111,
-                        "Coding LOC": 49,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 56.78,
-                        "Control Flow Ratio": "50.0%",
+                        "Total LOC": 253,
+                        "Coding LOC": 217,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 27.84,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.592
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "17.35%",
-                        "Error & Exception Exposure": "57.83%",
-                        "Tech Debt Exposure": "63.67%",
-                        "Testing Exposure": "2.88%",
-                        "API Exposure": "4.66%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "93.2%",
+                        "Cognitive Load Exposure": "0.0%",
+                        "Error & Exception Exposure": "62.1%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "3.97%",
+                        "Concurrency Exposure": "43.1%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "20.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "run_sequence",
-                            "Structural Impact": 40.6,
-                            "Lines of Code (LOC)": 97,
-                            "Control Flow Branches": 15,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 15,
-                            "End Line": 111
+                            "Function Name": "sub_mod_384x384",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 124,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 251
                         },
                         {
-                            "Function Name": "wait_and_update",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 31,
-                            "End Line": 60
+                            "Function Name": "add_mod_384x384",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 121,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 127
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 15,
-                        "Function Parameters": 2,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 72,
+                        "Function Parameters": 131,
                         "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
                         "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 6,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 6,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -539811,11 +541502,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 13,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -539825,8 +541516,8 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
@@ -539835,8 +541526,8 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 46,
+                        "Structural Tab Indentations": 155,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -539853,15 +541544,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 11,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 1,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -539885,195 +541576,152 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/tsl2591.py": {
+                "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "tsl2591.py",
-                        "Path": "embedded_python/meow_turtle/tsl2591.py",
-                        "Language": "Python",
+                        "Filename": "ct_inverse_mod_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1.5,
-                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8276.02,
-                        "Y": -75.58,
-                        "Z": -3727.99
+                        "X": -4322.06,
+                        "Y": 121.9,
+                        "Z": -6674.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 126,
-                        "Coding LOC": 74,
-                        "Documentation LOC": 29,
-                        "Structural Magnitude": 55.58,
-                        "Control Flow Ratio": "23.3%",
+                        "Total LOC": 1251,
+                        "Coding LOC": 1020,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 309.2,
+                        "Control Flow Ratio": "15.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.446
+                        "Raw Cognitive Density": 0.15
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.43%",
-                        "Error & Exception Exposure": "60.44%",
-                        "Tech Debt Exposure": "99.28%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "2.67%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.53%",
+                        "Cognitive Load Exposure": "8.32%",
+                        "Error & Exception Exposure": "57.09%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.94%",
+                        "Concurrency Exposure": "28.68%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "44.09%",
+                        "Documentation Exposure": "15.24%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "get_raw_channels",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 108,
-                            "End Line": 121
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 33,
-                            "End Line": 54
-                        },
-                        {
-                            "Function Name": "_read_register",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 60,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "ping",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 67,
-                            "End Line": 76
-                        },
-                        {
-                            "Function Name": "close",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 87,
-                            "End Line": 92
+                            "Function Name": "ct_inverse_mod_256",
+                            "Structural Impact": 228.0,
+                            "Lines of Code (LOC)": 644,
+                            "Control Flow Branches": 73,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "22.0%",
+                            "Start Line": 7,
+                            "End Line": 650
                         },
                         {
-                            "Function Name": "_write_register",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__smulq_512x63",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 159,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 56,
-                            "End Line": 58
+                            "Start Line": 651,
+                            "End Line": 809
                         },
                         {
-                            "Function Name": "set_gain",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "__smulq_256_n_shift_by_31",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 139,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 94,
-                            "End Line": 99
+                            "Start Line": 928,
+                            "End Line": 1066
                         },
                         {
-                            "Function Name": "set_timing",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "__smulq_256x63",
+                            "Structural Impact": 8.5,
+                            "Lines of Code (LOC)": 118,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 106
+                            "Start Line": 810,
+                            "End Line": 927
                         },
                         {
-                            "Function Name": "enable",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 78,
-                            "End Line": 81
+                            "Function Name": "__ab_approximation_31_256",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "7.7%",
+                            "Start Line": 1067,
+                            "End Line": 1130
                         },
                         {
-                            "Function Name": "disable",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 83,
-                            "End Line": 85
+                            "Function Name": "__inner_loop_31_256",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 1131,
+                            "End Line": 1189
                         },
                         {
-                            "Function Name": "get_full_luminosity",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 126
+                            "Function Name": "__inner_loop_62_256",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 60,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 1190,
+                            "End Line": 1249
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 7,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 11,
-                        "Function/Method Declarations": 11,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
+                        "Control Flow Branches": 76,
+                        "Sequential Logic Declarations": 402,
+                        "Function Parameters": 768,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 7,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 12,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 18,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 9,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -540082,7 +541730,7 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -540097,17 +541745,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 7,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 23,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 55,
+                        "Structural Tab Indentations": 948,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -540124,15 +541772,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 26,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 10,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 16,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 3,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -540156,32 +541804,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "micropython",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/actuators.py": {
+                "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "actuators.py",
-                        "Path": "embedded_python/meow_turtle/actuators.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "ct_is_square_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7877.01,
-                        "Y": -34.91,
-                        "Z": -4219.08
+                        "X": -4379.62,
+                        "Y": 48.05,
+                        "Z": -7528.22
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540190,104 +541835,114 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 535,
-                        "Coding LOC": 375,
-                        "Documentation LOC": 81,
-                        "Structural Magnitude": 87.4,
-                        "Control Flow Ratio": "74.7%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 526,
+                        "Coding LOC": 430,
+                        "Documentation LOC": 19,
+                        "Structural Magnitude": 76.9,
+                        "Control Flow Ratio": "6.9%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.645
+                        "Raw Cognitive Density": 0.074
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.45%",
-                        "Error & Exception Exposure": "56.56%",
+                        "Cognitive Load Exposure": "6.28%",
+                        "Error & Exception Exposure": "62.25%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "3.0%",
-                        "Concurrency Exposure": "66.82%",
-                        "State Flux Exposure": "70.82%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "2.21%",
+                        "Concurrency Exposure": "36.7%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.73%",
+                        "Documentation Exposure": "14.52%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "emergency_stop",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 290,
-                            "End Line": 310
+                            "Function Name": "ct_is_square_mod_384",
+                            "Structural Impact": 25.2,
+                            "Lines of Code (LOC)": 133,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "12.8%",
+                            "Start Line": 7,
+                            "End Line": 139
                         },
                         {
-                            "Function Name": "perform_health_audit",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 522,
-                            "End Line": 528
+                            "Function Name": "__smulq_384_n_shift_by_30",
+                            "Structural Impact": 11.8,
+                            "Lines of Code (LOC)": 183,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 140,
+                            "End Line": 322
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "__ab_approximation_30",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 75,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 75,
-                            "End Line": 88
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "6.7%",
+                            "Start Line": 323,
+                            "End Line": 397
                         },
                         {
-                            "Function Name": "update",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 421,
-                            "End Line": 421
+                            "Function Name": "__inner_loop_30",
+                            "Structural Impact": 8.5,
+                            "Lines of Code (LOC)": 72,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "8.3%",
+                            "Start Line": 398,
+                            "End Line": 469
+                        },
+                        {
+                            "Function Name": "__inner_loop_48",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 470,
+                            "End Line": 524
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 127,
-                        "Sequential Logic Declarations": 43,
-                        "Function Parameters": 10,
-                        "Function/Method Declarations": 10,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 20,
-                        "Type/Safety Bypasses": 7,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 12,
-                        "Exposed API / Public Exports": 11,
-                        "State Mutations / Variable Reassignments": 28,
+                        "Control Flow Branches": 9,
+                        "Sequential Logic Declarations": 122,
+                        "Function Parameters": 240,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 24,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 13,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 1,
-                        "Collection Iterators / Comprehensions": 3,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 3,
-                        "Module Dependencies (Imports)": 6,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 37,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540297,22 +541952,22 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 1,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 18,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 350,
+                        "Structural Tab Indentations": 368,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540325,12 +541980,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 86,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 78,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
-                        "Design Short Vars": 4,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -540357,36 +542012,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "_thread",
-                        "bldc_driver",
-                        "lib.logging",
-                        "machine",
-                        "time",
-                        "vibration_driver"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/app.py": {
+                "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "app.py",
-                        "Path": "embedded_python/meow_turtle/app.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "ctq_inverse_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8586.32,
-                        "Y": -57.63,
-                        "Z": -4018.44
+                        "X": -5111.51,
+                        "Y": -0.05,
+                        "Z": -7026.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540395,104 +542043,124 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1354,
-                        "Coding LOC": 1009,
-                        "Documentation LOC": 137,
-                        "Structural Magnitude": 135.28,
-                        "Control Flow Ratio": "73.5%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1319,
+                        "Coding LOC": 1110,
+                        "Documentation LOC": 22,
+                        "Structural Magnitude": 266.1,
+                        "Control Flow Ratio": "11.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.51
+                        "Raw Cognitive Density": 0.104
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "21.13%",
-                        "Error & Exception Exposure": "61.3%",
+                        "Cognitive Load Exposure": "7.02%",
+                        "Error & Exception Exposure": "55.75%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "6.67%",
-                        "Concurrency Exposure": "21.58%",
-                        "State Flux Exposure": "55.95%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.93%",
+                        "Concurrency Exposure": "23.56%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.03%",
+                        "Documentation Exposure": "15.01%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "send_reliable",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 398,
-                            "End Line": 413
+                            "Function Name": "ct_inverse_mod_384",
+                            "Structural Impact": 182.8,
+                            "Lines of Code (LOC)": 587,
+                            "Control Flow Branches": 57,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "19.1%",
+                            "Start Line": 8,
+                            "End Line": 594
                         },
                         {
-                            "Function Name": "main",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "46.2%",
-                            "Start Line": 1006,
-                            "End Line": 1041
+                            "Function Name": "__smulq_768x63",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 228,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 595,
+                            "End Line": 822
                         },
                         {
-                            "Function Name": "debug",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 30,
+                            "Function Name": "__smulq_384_n_shift_by_62",
+                            "Structural Impact": 12.2,
+                            "Lines of Code (LOC)": 192,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 82
+                            "Start Line": 990,
+                            "End Line": 1181
                         },
                         {
-                            "Function Name": "core1_task",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "__smulq_384x63",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 167,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 429,
-                            "End Line": 440
+                            "Start Line": 823,
+                            "End Line": 989
+                        },
+                        {
+                            "Function Name": "__inner_loop_62",
+                            "Structural Impact": 8.7,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "9.1%",
+                            "Start Line": 1249,
+                            "End Line": 1317
+                        },
+                        {
+                            "Function Name": "__ab_approximation_62",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "5.9%",
+                            "Start Line": 1182,
+                            "End Line": 1248
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 346,
-                        "Sequential Logic Declarations": 125,
-                        "Function Parameters": 20,
-                        "Function/Method Declarations": 20,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 74,
-                        "Type/Safety Bypasses": 51,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 20,
-                        "Exposed API / Public Exports": 21,
-                        "State Mutations / Variable Reassignments": 59,
+                        "Control Flow Branches": 59,
+                        "Sequential Logic Declarations": 454,
+                        "Function Parameters": 874,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 40,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 7,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 5,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 5,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 17,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 47,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540501,23 +542169,23 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
-                        "Explicit Type Casts": 44,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 5,
-                        "Bitwise Operations": 11,
-                        "Thread Synchronization Locks": 2,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 6,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
-                        "Private / Encapsulated Scopes": 6,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 953,
+                        "Structural Tab Indentations": 1043,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540530,12 +542198,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 281,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 274,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 15,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -540562,45 +542230,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 15,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 10,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 1
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "_thread",
-                        "actuators",
-                        "diagnostics",
-                        "gc",
-                        "io",
-                        "json",
-                        "lib.logging",
-                        "machine",
-                        "meowprotocol",
-                        "os",
-                        "ota",
-                        "sensors",
-                        "struct",
-                        "sys",
-                        "time"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/bldc_driver.py": {
+                "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "bldc_driver.py",
-                        "Path": "embedded_python/meow_turtle/bldc_driver.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "ctx_inverse_mod_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8452.96,
-                        "Y": 0.82,
-                        "Z": -4398.3
+                        "X": -4859.54,
+                        "Y": 100.67,
+                        "Z": -6800.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540609,63 +542261,154 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 121,
-                        "Coding LOC": 94,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 722.75,
-                        "Control Flow Ratio": "67.6%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 1717,
+                        "Coding LOC": 1407,
+                        "Documentation LOC": 30,
+                        "Structural Magnitude": 451.34,
+                        "Control Flow Ratio": "17.3%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.0
+                        "Raw Cognitive Density": 0.154
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "36.55%",
-                        "Error & Exception Exposure": "82.43%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "4.14%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "Cognitive Load Exposure": "8.45%",
+                        "Error & Exception Exposure": "55.81%",
+                        "Tech Debt Exposure": "8.79%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.86%",
+                        "Concurrency Exposure": "26.09%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "42.22%",
+                        "Documentation Exposure": "14.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "ct_inverse_mod_384$1",
+                            "Structural Impact": 348.0,
+                            "Lines of Code (LOC)": 927,
+                            "Control Flow Branches": 113,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "22.1%",
+                            "Start Line": 12,
+                            "End Line": 938
+                        },
+                        {
+                            "Function Name": "__smulx_768x63",
+                            "Structural Impact": 11.7,
+                            "Lines of Code (LOC)": 182,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 939,
+                            "End Line": 1120
+                        },
+                        {
+                            "Function Name": "__smulx_384_n_shift_by_31",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 160,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1256,
+                            "End Line": 1415
+                        },
+                        {
+                            "Function Name": "__smulx_384x63",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 135,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1121,
+                            "End Line": 1255
+                        },
+                        {
+                            "Function Name": "__ab_approximation_31",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 81,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "5.3%",
+                            "Start Line": 1518,
+                            "End Line": 1598
+                        },
+                        {
+                            "Function Name": "__smulx_191_n_shift_by_31",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 102,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1416,
+                            "End Line": 1517
+                        },
+                        {
+                            "Function Name": "__inner_loop_31",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 1599,
+                            "End Line": 1657
+                        },
+                        {
+                            "Function Name": "__tail_loop_55",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1658,
+                            "End Line": 1715
+                        },
+                        {
+                            "Function Name": "ctx_inverse_mod_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 25,
-                        "Sequential Logic Declarations": 12,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 32,
+                        "Control Flow Branches": 116,
+                        "Sequential Logic Declarations": 554,
+                        "Function Parameters": 1080,
+                        "Function/Method Declarations": 9,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 8,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 14,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 10,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 12,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540675,22 +542418,22 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 8,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 4,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 85,
+                        "Structural Tab Indentations": 1328,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 4,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540703,15 +542446,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 9,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 8,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -540735,32 +542478,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "machine"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/boot.py": {
+                "assembly/blst_generated_asm/div3w-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "boot.py",
-                        "Path": "embedded_python/meow_turtle/boot.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "div3w-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/div3w-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (boot.py)"
+                        "Folder Dominant Lang": "assembly",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8007.27,
-                        "Y": 24.58,
-                        "Z": -4873.88
+                        "X": -4468.88,
+                        "Y": 187.15,
+                        "Z": -6211.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540769,74 +542509,94 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 644,
-                        "Coding LOC": 467,
-                        "Documentation LOC": 84,
-                        "Structural Magnitude": 139.24,
-                        "Control Flow Ratio": "56.5%",
+                        "Total LOC": 168,
+                        "Coding LOC": 111,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 34.42,
+                        "Control Flow Ratio": "11.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.623
+                        "Raw Cognitive Density": 0.234
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "18.79%",
-                        "Error & Exception Exposure": "80.0%",
+                        "Cognitive Load Exposure": "11.27%",
+                        "Error & Exception Exposure": "76.28%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "8.53%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "98.8%",
+                        "Testing Exposure": "2.46%",
+                        "API Exposure": "5.4%",
+                        "Concurrency Exposure": "87.32%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.36%",
+                        "Documentation Exposure": "35.95%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse_stream",
-                            "Structural Impact": 29.9,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 279,
-                            "End Line": 356
+                            "Function Name": "div_3_limbs",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 7,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "quot_rem_128",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 63,
+                            "End Line": 126
+                        },
+                        {
+                            "Function Name": "quot_rem_64",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 166
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 134,
-                        "Sequential Logic Declarations": 103,
-                        "Function Parameters": 23,
-                        "Function/Method Declarations": 23,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 59,
-                        "Type/Safety Bypasses": 47,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 24,
-                        "State Mutations / Variable Reassignments": 76,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 75,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 3,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 54,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 5,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 3,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 14,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 29,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -540845,23 +542605,23 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 24,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 5,
-                        "Bitwise Operations": 10,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 4,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 421,
+                        "Structural Tab Indentations": 80,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 10,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -540874,12 +542634,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 57,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 47,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 10,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -540906,44 +542666,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 14,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 11,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "app",
-                        "binascii",
-                        "hashlib",
-                        "interrupted",
-                        "json",
-                        "lib.diagnostics",
-                        "lib.logging",
-                        "machine",
-                        "os",
-                        "raw",
-                        "struct",
-                        "sys",
-                        "time",
-                        "uos"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/pio_programs.py": {
+                "assembly/blst_generated_asm/mulq_mont_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "pio_programs.py",
-                        "Path": "embedded_python/meow_turtle/pio_programs.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "mulq_mont_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/mulq_mont_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8150.5,
-                        "Y": -75.44,
-                        "Z": -4171.49
+                        "X": -4072.13,
+                        "Y": 196.82,
+                        "Z": -6677.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -540952,84 +542697,145 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 84,
-                        "Coding LOC": 46,
-                        "Documentation LOC": 21,
-                        "Structural Magnitude": 181.8,
-                        "Control Flow Ratio": "57.1%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 782,
+                        "Coding LOC": 641,
+                        "Documentation LOC": 28,
+                        "Structural Magnitude": 93.62,
+                        "Control Flow Ratio": "4.7%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.283
+                        "Raw Cognitive Density": 0.048
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.68%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.7%",
+                        "Error & Exception Exposure": "59.75%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "4.95%",
-                        "Concurrency Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.83%",
+                        "Concurrency Exposure": "29.33%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.98%",
+                        "Documentation Exposure": "15.57%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "__mulq_mont_sparse_256",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 292,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 158,
+                            "End Line": 449
+                        },
+                        {
+                            "Function Name": "sqr_mont_sparse_256",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 84,
+                            "End Line": 157
+                        },
+                        {
+                            "Function Name": "redc_mont_256",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 90,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "11.8%",
+                            "Start Line": 537,
+                            "End Line": 626
+                        },
+                        {
+                            "Function Name": "mul_mont_sparse_256",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 76,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 8,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "from_mont_256",
+                            "Structural Impact": 10.4,
+                            "Lines of Code (LOC)": 87,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 450,
+                            "End Line": 536
+                        },
+                        {
+                            "Function Name": "__mulq_by_1_mont_256",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 154,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 627,
+                            "End Line": 780
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
+                        "Sequential Logic Declarations": 164,
+                        "Function Parameters": 267,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 2,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 6,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 2,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 3,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 2,
+                        "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 1,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 34,
+                        "Structural Tab Indentations": 510,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -541078,31 +542884,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "rp2"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "embedded_python/meow_turtle/sensors.py": {
+                "assembly/blst_generated_asm/mulx_mont_256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "sensors.py",
-                        "Path": "embedded_python/meow_turtle/sensors.py",
-                        "Language": "Embedded_Python",
+                        "Filename": "mulx_mont_256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/mulx_mont_256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8421.87,
-                        "Y": 29.37,
-                        "Z": -4778.37
+                        "X": -5190.67,
+                        "Y": 53.47,
+                        "Z": -6711.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -541111,255 +542915,151 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 509,
-                        "Coding LOC": 396,
-                        "Documentation LOC": 40,
-                        "Structural Magnitude": 184.92,
-                        "Control Flow Ratio": "63.0%",
-                        "Popularity Rank": 1,
+                        "Total LOC": 691,
+                        "Coding LOC": 554,
+                        "Documentation LOC": 26,
+                        "Structural Magnitude": 83.08,
+                        "Control Flow Ratio": "3.5%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.076
+                        "Raw Cognitive Density": 0.065
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "39.32%",
-                        "Error & Exception Exposure": "79.95%",
-                        "Tech Debt Exposure": "14.12%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "3.34%",
-                        "Concurrency Exposure": "62.02%",
-                        "State Flux Exposure": "100.0%",
+                        "Cognitive Load Exposure": "6.07%",
+                        "Error & Exception Exposure": "61.18%",
+                        "Tech Debt Exposure": "17.47%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.92%",
+                        "Concurrency Exposure": "41.18%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.37%",
+                        "Documentation Exposure": "16.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_apply_filters",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 4,
+                            "Function Name": "__mulx_mont_sparse_256",
+                            "Structural Impact": 13.1,
+                            "Lines of Code (LOC)": 209,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 153,
+                            "End Line": 361
+                        },
+                        {
+                            "Function Name": "__mulx_by_1_mont_256",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 157,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 352,
-                            "End Line": 364
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 533,
+                            "End Line": 689
                         },
                         {
-                            "Function Name": "teardown",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 273,
-                            "End Line": 280
+                            "Function Name": "sqr_mont_sparse_256$1",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 67,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "7.1%",
+                            "Start Line": 86,
+                            "End Line": 152
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "redc_mont_256$1",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 82,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 220,
-                            "End Line": 229
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "6.2%",
+                            "Start Line": 451,
+                            "End Line": 532
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "mul_mont_sparse_256$1",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 69,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "7.7%",
+                            "Start Line": 12,
+                            "End Line": 80
+                        },
+                        {
+                            "Function Name": "from_mont_256$1",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 79,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 387,
-                            "End Line": 393
+                            "Control Flow Ratio": "6.7%",
+                            "Start Line": 367,
+                            "End Line": 445
+                        },
+                        {
+                            "Function Name": "mulx_mont_sparse_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 7,
+                            "End Line": 9
+                        },
+                        {
+                            "Function Name": "sqrx_mont_sparse_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "fromx_mont_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 362,
+                            "End Line": 364
+                        },
+                        {
+                            "Function Name": "redcx_mont_256",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 446,
+                            "End Line": 448
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 121,
-                        "Sequential Logic Declarations": 71,
-                        "Function Parameters": 17,
-                        "Function/Method Declarations": 17,
-                        "Class/Entity Declarations": 4,
-                        "Defensive Programming Constructs": 33,
-                        "Type/Safety Bypasses": 18,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 13,
-                        "State Mutations / Variable Reassignments": 124,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 46,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 14,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 6,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 32,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 11,
-                        "Thread Synchronization Locks": 2,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 20,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 353,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 11,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 51,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 41,
-                        "Design Pascal Case": 1,
-                        "Design Upper Case": 9,
-                        "Design Short Vars": 3,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 2
-                    },
-                    "9. Extracted Dependencies": [
-                        "_thread",
-                        "lib.logging",
-                        "lib.pio_programs",
-                        "machine",
-                        "rp2",
-                        "time"
-                    ]
-                },
-                "embedded_python/meow_turtle/vibration_driver.py": {
-                    "1. Artifact Identity": {
-                        "Filename": "vibration_driver.py",
-                        "Path": "embedded_python/meow_turtle/vibration_driver.py",
-                        "Language": "Embedded_Python",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8724.96,
-                        "Y": -4.17,
-                        "Z": -4055.4
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 118,
-                        "Coding LOC": 90,
-                        "Documentation LOC": 11,
-                        "Structural Magnitude": 697.17,
-                        "Control Flow Ratio": "64.9%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.056
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "38.62%",
-                        "Error & Exception Exposure": "83.79%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "3.75%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "0.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "44.17%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 24,
-                        "Sequential Logic Declarations": 13,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 5,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 3,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 9,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 33,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 109,
+                        "Function Parameters": 220,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 6,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 14,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 9,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -541368,11 +543068,11 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 11,
+                        "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -541382,18 +543082,18 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 5,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 5,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 80,
+                        "Structural Tab Indentations": 420,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -541410,15 +543110,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 1,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -541442,484 +543142,516 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "lib.logging",
-                        "machine"
-                    ]
-                }
-            }
-        },
-        "python/airflow": {
-            "Directory Group Magnitude": 2606.32,
-            "File Count": 3,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "15.22%",
-                "Error & Exception Exposure": "57.05%",
-                "Tech Debt Exposure": "42.21%",
-                "Testing Exposure": "80.0%",
-                "API Exposure": "3.07%",
-                "Concurrency Exposure": "31.63%",
-                "State Flux Exposure": "58.33%",
-                "Commented Logic Exposure": "3.48%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "14.68%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "python/airflow/dag.py": {
+                    "9. Extracted Dependencies": []
+                },
+                "assembly/blst_generated_asm/mulx_mont_384-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "dag.py",
-                        "Path": "python/airflow/dag.py",
-                        "Language": "Python",
+                        "Filename": "mulx_mont_384-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/mulx_mont_384-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "AirflowException, Base",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1238.86,
-                        "Y": 258.69,
-                        "Z": 9945.87
+                        "X": -4670.76,
+                        "Y": 123.45,
+                        "Z": -6894.6
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 854,
-                        "Coding LOC": 569,
-                        "Documentation LOC": 162,
-                        "Structural Magnitude": 318.68,
-                        "Control Flow Ratio": "27.2%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 3247,
+                        "Coding LOC": 2572,
+                        "Documentation LOC": 120,
+                        "Structural Magnitude": 454.14,
+                        "Control Flow Ratio": "7.2%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.757
+                        "Raw Cognitive Density": 0.102
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "25.36%",
-                        "Error & Exception Exposure": "62.25%",
-                        "Tech Debt Exposure": "92.48%",
+                        "Cognitive Load Exposure": "6.98%",
+                        "Error & Exception Exposure": "58.68%",
+                        "Tech Debt Exposure": "13.38%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.18%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "96.59%",
-                        "Commented Logic Exposure": "5.24%",
+                        "API Exposure": "6.86%",
+                        "Concurrency Exposure": "46.2%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.21%",
+                        "Documentation Exposure": "13.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "dags_needing_dagruns",
-                            "Structural Impact": 38.6,
-                            "Lines of Code (LOC)": 114,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 626,
-                            "End Line": 739
+                            "Function Name": "mul_mont_384x$1",
+                            "Structural Impact": 38.5,
+                            "Lines of Code (LOC)": 133,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 220,
+                            "End Line": 352
                         },
                         {
-                            "Function Name": "deadline",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 503,
-                            "End Line": 517
+                            "Function Name": "mul_382x$1",
+                            "Structural Impact": 25.9,
+                            "Lines of Code (LOC)": 148,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "13.3%",
+                            "Start Line": 505,
+                            "End Line": 652
                         },
                         {
-                            "Function Name": "calculate_dagrun_date_fields",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 741,
-                            "End Line": 786
+                            "Function Name": "__mulx_mont_384",
+                            "Structural Impact": 20.6,
+                            "Lines of Code (LOC)": 412,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1984,
+                            "End Line": 2395
                         },
                         {
-                            "Function Name": "get_run_data_interval",
-                            "Structural Impact": 12.1,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "41.7%",
-                            "Start Line": 139,
-                            "End Line": 172
+                            "Function Name": "sqr_mont_384x$1",
+                            "Structural Impact": 20.3,
+                            "Lines of Code (LOC)": 142,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "9.5%",
+                            "Start Line": 358,
+                            "End Line": 499
                         },
                         {
-                            "Function Name": "deactivate_deleted_dags",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 588,
-                            "End Line": 623
+                            "Function Name": "__mulx_mont_383_nonred",
+                            "Structural Impact": 19.6,
+                            "Lines of Code (LOC)": 373,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2665,
+                            "End Line": 3037
                         },
                         {
-                            "Function Name": "infer_automated_data_interval",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 107,
-                            "End Line": 136
+                            "Function Name": "sqr_mont_382x$1",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 203,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "2.7%",
+                            "Start Line": 3043,
+                            "End Line": 3245
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 462,
-                            "End Line": 477
+                            "Function Name": "sqr_382x$1",
+                            "Structural Impact": 17.7,
+                            "Lines of Code (LOC)": 143,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.7%",
+                            "Start Line": 658,
+                            "End Line": 800
                         },
                         {
-                            "Function Name": "get_asset_triggered_next_run_info",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 39,
+                            "Function Name": "sqr_n_mul_mont_384$1",
+                            "Structural Impact": 16.6,
+                            "Lines of Code (LOC)": 92,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 254,
-                            "End Line": 292
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 2480,
+                            "End Line": 2571
                         },
                         {
-                            "Function Name": "_get_model_data_interval",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "sqr_n_mul_mont_383$1",
+                            "Structural Impact": 16.4,
+                            "Lines of Code (LOC)": 88,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 223,
-                            "End Line": 236
+                            "Input Parameters": 8,
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 2577,
+                            "End Line": 2664
                         },
                         {
-                            "Function Name": "get_next_data_interval",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 23,
+                            "Function Name": "sgn0_pty_mont_384x$1",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 134,
                             "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 175,
-                            "End Line": 197
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 1775,
+                            "End Line": 1908
                         },
                         {
-                            "Function Name": "next_dagrun_data_interval",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 491,
-                            "End Line": 495
+                            "Function Name": "__mulx_384",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 185,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 862,
+                            "End Line": 1046
                         },
                         {
-                            "Function Name": "__getattr__",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 834,
-                            "End Line": 853
+                            "Function Name": "__mulx_by_1_mont_384",
+                            "Structural Impact": 11.9,
+                            "Lines of Code (LOC)": 199,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1422,
+                            "End Line": 1620
                         },
                         {
-                            "Function Name": "get_last_dagrun",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "__sqrx_384",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 153,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1108,
+                            "End Line": 1260
+                        },
+                        {
+                            "Function Name": "from_mont_384$1",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 87,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 239,
-                            "End Line": 251
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.0%",
+                            "Start Line": 1335,
+                            "End Line": 1421
                         },
                         {
-                            "Function Name": "dag_ready",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "sgn0_pty_mont_384$1",
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 85,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 640,
-                            "End Line": 651
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "10.0%",
+                            "Start Line": 1685,
+                            "End Line": 1769
                         },
                         {
-                            "Function Name": "get_dag_id_to_team_name_mapping",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 10,
+                            "Function Name": "sqr_mont_384$1",
+                            "Structural Impact": 9.0,
+                            "Lines of Code (LOC)": 74,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 813,
-                            "End Line": 822
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "6.2%",
+                            "Start Line": 2401,
+                            "End Line": 2474
                         },
                         {
-                            "Function Name": "get_asset_triggered_next_run_info",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "mul_mont_384$1",
+                            "Structural Impact": 8.8,
+                            "Lines of Code (LOC)": 70,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 789,
-                            "End Line": 797
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "5.9%",
+                            "Start Line": 1914,
+                            "End Line": 1983
                         },
                         {
-                            "Function Name": "get_all",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "redc_mont_384$1",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 64,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 1266,
+                            "End Line": 1329
+                        },
+                        {
+                            "Function Name": "__subx_mod_384x384",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 77,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 11,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "sqr_384$1",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 56,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 333,
-                            "End Line": 337
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 1052,
+                            "End Line": 1107
                         },
                         {
-                            "Function Name": "dag_display_name",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 575,
-                            "End Line": 584
+                            "Function Name": "__addx_mod_384",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 88,
+                            "End Line": 150
                         },
                         {
-                            "Function Name": "dag_display_name",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "mul_384$1",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 56,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 571,
-                            "End Line": 572
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 806,
+                            "End Line": 861
                         },
                         {
-                            "Function Name": "get_paused_dag_ids",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "__redx_tail_mont_384",
+                            "Structural Impact": 5.6,
+                            "Lines of Code (LOC)": 59,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 550,
-                            "End Line": 564
+                            "Start Line": 1621,
+                            "End Line": 1679
                         },
                         {
-                            "Function Name": "__init__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__subx_mod_384_a_is_loaded",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 50,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 6,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 214,
-                            "End Line": 217
+                            "Start Line": 165,
+                            "End Line": 214
                         },
                         {
-                            "Function Name": "get_last_dagrun",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "__subx_mod_384",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 537,
-                            "End Line": 542
+                            "Start Line": 151,
+                            "End Line": 163
                         },
                         {
-                            "Function Name": "get_team_name",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "mulx_mont_384x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 801,
-                            "End Line": 809
+                            "Start Line": 215,
+                            "End Line": 217
                         },
                         {
-                            "Function Name": "get_current",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sqrx_mont_384x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 533,
-                            "End Line": 534
+                            "Start Line": 353,
+                            "End Line": 355
                         },
                         {
-                            "Function Name": "get_dagmodel",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "mulx_382x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 525,
-                            "End Line": 529
+                            "Start Line": 500,
+                            "End Line": 502
                         },
                         {
-                            "Function Name": "get_is_active",
-                            "Structural Impact": 1.9,
+                            "Function Name": "sqrx_382x",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 544,
-                            "End Line": 546
+                            "Start Line": 653,
+                            "End Line": 655
                         },
                         {
-                            "Function Name": "next_dagrun_data_interval",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "mulx_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 483,
-                            "End Line": 488
+                            "Start Line": 801,
+                            "End Line": 803
                         },
                         {
-                            "Function Name": "deadline",
-                            "Structural Impact": 1.6,
+                            "Function Name": "sqrx_384",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 498,
-                            "End Line": 500
+                            "Start Line": 1047,
+                            "End Line": 1049
                         },
                         {
-                            "Function Name": "__str__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "redcx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 220
+                            "Start Line": 1261,
+                            "End Line": 1263
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "fromx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 308,
-                            "End Line": 309
+                            "Start Line": 1330,
+                            "End Line": 1332
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sgn0x_pty_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 329,
-                            "End Line": 330
+                            "Start Line": 1680,
+                            "End Line": 1682
                         },
                         {
-                            "Function Name": "__repr__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sgn0x_pty_mont_384x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 479,
-                            "End Line": 480
+                            "Start Line": 1770,
+                            "End Line": 1772
                         },
                         {
-                            "Function Name": "timezone",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "mulx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 520,
-                            "End Line": 521
+                            "Start Line": 1909,
+                            "End Line": 1911
                         },
                         {
-                            "Function Name": "safe_dag_id",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "sqrx_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 567,
-                            "End Line": 568
+                            "Start Line": 2396,
+                            "End Line": 2398
+                        },
+                        {
+                            "Function Name": "sqrx_n_mul_mont_384",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2475,
+                            "End Line": 2477
+                        },
+                        {
+                            "Function Name": "sqrx_n_mul_mont_383",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2572,
+                            "End Line": 2574
+                        },
+                        {
+                            "Function Name": "sqrx_mont_382x",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3038,
+                            "End Line": 3040
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 67,
-                        "Sequential Logic Declarations": 179,
-                        "Function Parameters": 34,
-                        "Function/Method Declarations": 34,
-                        "Class/Entity Declarations": 4,
-                        "Defensive Programming Constructs": 16,
-                        "Type/Safety Bypasses": 10,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 30,
-                        "State Mutations / Variable Reassignments": 80,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 49,
-                        "Unit Test Assertions": 1,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Control Flow Branches": 43,
+                        "Sequential Logic Declarations": 551,
+                        "Function Parameters": 1610,
+                        "Function/Method Declarations": 40,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 24,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 15,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 47,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 24,
-                        "Generic Type Abstractions": 43,
-                        "Collection Iterators / Comprehensions": 8,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 18,
-                        "Module Dependencies (Imports)": 47,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 3,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 12,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 24,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 43,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 514,
+                        "Structural Tab Indentations": 2073,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -541927,7 +543659,7 @@
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 2,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -541935,16 +543667,16 @@
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 21,
-                        "Core Var Decl": 101,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 84,
-                        "Design Pascal Case": 13,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 11,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 14,
+                        "Orphaned Logic": 15,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -541954,7 +543686,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -541968,693 +543700,131 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 40,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "airflow",
-                        "airflow._shared.timezones",
-                        "airflow.assets.evaluation",
-                        "airflow.configuration",
-                        "airflow.exceptions",
-                        "airflow.models.asset",
-                        "airflow.models.base",
-                        "airflow.models.dagbundle",
-                        "airflow.models.dagrun",
-                        "airflow.models.serialized_dag",
-                        "airflow.models.team",
-                        "airflow.sdk",
-                        "airflow.serialization.definitions.assets",
-                        "airflow.serialization.definitions.dag",
-                        "airflow.serialization.encoders",
-                        "airflow.serialization.enums",
-                        "airflow.serialization.serialized_objects",
-                        "airflow.timetables.base",
-                        "airflow.timetables.interval",
-                        "airflow.timetables.simple",
-                        "airflow.utils.deprecation_tools",
-                        "airflow.utils.session",
-                        "airflow.utils.sqlalchemy",
-                        "airflow.utils.state",
-                        "airflow.utils.types",
-                        "collections",
-                        "collections.abc",
-                        "datetime",
-                        "dateutil.relativedelta",
-                        "it",
-                        "pendulum",
-                        "sqlalchemy",
-                        "sqlalchemy.ext.associationproxy",
-                        "sqlalchemy.ext.hybrid",
-                        "sqlalchemy.orm",
-                        "sqlalchemy.sql",
-                        "structlog",
-                        "typing",
-                        "warnings"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "python/airflow/s3.py": {
+                "assembly/blst_generated_asm/sha256-portable-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "s3.py",
-                        "Path": "python/airflow/s3.py",
-                        "Language": "Python",
+                        "Filename": "sha256-portable-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/sha256-portable-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "AwsBaseHook",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1568.69,
-                        "Y": 118.88,
-                        "Z": 10533.38
+                        "X": -4822.3,
+                        "Y": 93.56,
+                        "Z": -6397.21
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1818,
-                        "Coding LOC": 1101,
-                        "Documentation LOC": 479,
-                        "Structural Magnitude": 969.52,
-                        "Control Flow Ratio": "51.5%",
+                        "Total LOC": 1794,
+                        "Coding LOC": 1431,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 151.12,
+                        "Control Flow Ratio": "1.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.466
+                        "Raw Cognitive Density": 0.016
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.15%",
-                        "Error & Exception Exposure": "54.08%",
-                        "Tech Debt Exposure": "21.86%",
+                        "Cognitive Load Exposure": "5.04%",
+                        "Error & Exception Exposure": "53.25%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.83%",
-                        "Concurrency Exposure": "79.53%",
-                        "State Flux Exposure": "50.22%",
-                        "Commented Logic Exposure": "5.21%",
+                        "API Exposure": "4.3%",
+                        "Concurrency Exposure": "20.1%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.28%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "list_keys",
-                            "Structural Impact": 52.9,
-                            "Lines of Code (LOC)": 88,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 846,
-                            "End Line": 933
-                        },
-                        {
-                            "Function Name": "download_file",
-                            "Structural Impact": 43.8,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "77.8%",
-                            "Start Line": 1552,
-                            "End Line": 1633
-                        },
-                        {
-                            "Function Name": "is_keys_unchanged_async",
-                            "Structural Impact": 42.0,
-                            "Lines of Code (LOC)": 110,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "58.8%",
-                            "Start Line": 734,
-                            "End Line": 843
-                        },
-                        {
-                            "Function Name": "copy_object",
-                            "Structural Impact": 35.9,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 11,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1390,
-                            "End Line": 1484
-                        },
-                        {
-                            "Function Name": "load_file",
-                            "Structural Impact": 30.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 1183,
-                            "End Line": 1242
-                        },
-                        {
-                            "Function Name": "select_key",
-                            "Structural Impact": 27.9,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 1094,
-                            "End Line": 1141
-                        },
-                        {
-                            "Function Name": "get_files_async",
-                            "Structural Impact": 25.5,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 639,
-                            "End Line": 672
-                        },
-                        {
-                            "Function Name": "_sync_to_local_dir_if_changed",
-                            "Structural Impact": 24.0,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 1761,
-                            "End Line": 1793
-                        },
-                        {
-                            "Function Name": "_check_key_async",
-                            "Structural Impact": 22.8,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 540,
-                            "End Line": 572
-                        },
-                        {
-                            "Function Name": "list_prefixes_async",
-                            "Structural Impact": 22.0,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 467,
-                            "End Line": 511
-                        },
-                        {
-                            "Function Name": "_list_keys_async",
-                            "Structural Impact": 22.0,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 674,
-                            "End Line": 717
-                        },
-                        {
-                            "Function Name": "put_bucket_tagging",
-                            "Structural Impact": 21.6,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 1690,
-                            "End Line": 1730
-                        },
-                        {
-                            "Function Name": "load_string",
-                            "Structural Impact": 21.4,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 9,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 1246,
-                            "End Line": 1293
-                        },
-                        {
-                            "Function Name": "provide_bucket_name",
-                            "Structural Impact": 21.0,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "48.0%",
-                            "Start Line": 77,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "list_prefixes",
-                            "Structural Impact": 20.8,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 394,
-                            "End Line": 438
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 187,
-                            "End Line": 207
-                        },
-                        {
-                            "Function Name": "_upload_file_obj",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1357,
-                            "End Line": 1388
-                        },
-                        {
-                            "Function Name": "delete_objects",
-                            "Structural Impact": 17.8,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1513,
-                            "End Line": 1548
-                        },
-                        {
-                            "Function Name": "parse_s3_url",
-                            "Structural Impact": 17.7,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 224,
-                            "End Line": 266
-                        },
-                        {
-                            "Function Name": "create_bucket",
-                            "Structural Impact": 17.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 341,
-                            "End Line": 374
-                        },
-                        {
-                            "Function Name": "get_file_metadata_async",
-                            "Structural Impact": 16.9,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 514,
-                            "End Line": 538
-                        },
-                        {
-                            "Function Name": "_sync_to_local_dir_delete_stale_local_files",
-                            "Structural Impact": 16.7,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1746,
-                            "End Line": 1759
-                        },
-                        {
-                            "Function Name": "_list_key_object_filter",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 719,
-                            "End Line": 732
-                        },
-                        {
-                            "Function Name": "sync_to_local_dir",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 1795,
-                            "End Line": 1817
-                        },
-                        {
-                            "Function Name": "delete_bucket",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 1487,
-                            "End Line": 1511
-                        },
-                        {
-                            "Function Name": "check_for_bucket",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 297,
-                            "End Line": 325
-                        },
-                        {
-                            "Function Name": "iter_file_metadata",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 967,
-                            "End Line": 1003
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 11.3,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 137,
-                            "End Line": 154
-                        },
-                        {
-                            "Function Name": "get_s3_bucket_key",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 269,
-                            "End Line": 294
-                        },
-                        {
-                            "Function Name": "get_head_object_async",
-                            "Structural Impact": 10.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 442,
-                            "End Line": 465
-                        },
-                        {
-                            "Function Name": "unify_bucket_name_and_key",
-                            "Structural Impact": 10.0,
-                            "Lines of Code (LOC)": 30,
+                            "Function Name": "blst_sha256_block_data_order",
+                            "Structural Impact": 100.2,
+                            "Lines of Code (LOC)": 1686,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 132,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "get_wildcard_key",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1163,
-                            "End Line": 1179
-                        },
-                        {
-                            "Function Name": "check_key_async",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 2,
                             "Input Parameters": 6,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 574,
-                            "End Line": 604
-                        },
-                        {
-                            "Function Name": "get_key",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1049,
-                            "End Line": 1074
-                        },
-                        {
-                            "Function Name": "head_object",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 1007,
-                            "End Line": 1029
-                        },
-                        {
-                            "Function Name": "maybe_add_bucket_name",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 88,
-                            "End Line": 97
-                        },
-                        {
-                            "Function Name": "_is_in_period",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 725,
-                            "End Line": 730
-                        },
-                        {
-                            "Function Name": "load_bytes",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1297,
-                            "End Line": 1326
-                        },
-                        {
-                            "Function Name": "generate_presigned_url",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1635,
-                            "End Line": 1667
-                        },
-                        {
-                            "Function Name": "get_file_metadata",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 936,
-                            "End Line": 964
-                        },
-                        {
-                            "Function Name": "check_for_prefix_async",
-                            "Structural Impact": 5.9,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 606,
-                            "End Line": 626
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 118,
-                            "End Line": 127
+                            "Control Flow Ratio": "1.6%",
+                            "Start Line": 7,
+                            "End Line": 1692
                         },
                         {
-                            "Function Name": "check_for_prefix",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 15,
+                            "Function Name": "blst_sha256_bcopy",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 27,
                             "Control Flow Branches": 1,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 377,
-                            "End Line": 391
-                        },
-                        {
-                            "Function Name": "get_bucket_tagging",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 1670,
-                            "End Line": 1687
-                        },
-                        {
-                            "Function Name": "load_file_obj",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1330,
-                            "End Line": 1355
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 110,
-                            "End Line": 113
-                        },
-                        {
-                            "Function Name": "sanitize_extra_args",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 1061,
-                            "End Line": 1067
-                        },
-                        {
-                            "Function Name": "check_for_wildcard_key",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1145,
-                            "End Line": 1159
-                        },
-                        {
-                            "Function Name": "_check_for_prefix_async",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 628,
-                            "End Line": 637
-                        },
-                        {
-                            "Function Name": "check_for_key",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1033,
-                            "End Line": 1045
-                        },
-                        {
-                            "Function Name": "read_key",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1078,
-                            "End Line": 1090
-                        },
-                        {
-                            "Function Name": "get_bucket",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 328,
-                            "End Line": 338
-                        },
-                        {
-                            "Function Name": "delete_bucket_tagging",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1733,
-                            "End Line": 1744
-                        },
-                        {
-                            "Function Name": "wrapper",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 102,
-                            "End Line": 105
+                            "End Line": 1759
                         },
                         {
-                            "Function Name": "resource",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "blst_sha256_emit",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 40,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 210,
-                            "End Line": 216
+                            "Start Line": 1693,
+                            "End Line": 1732
                         },
                         {
-                            "Function Name": "extra_args",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "blst_sha256_hcopy",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 33,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 221
+                            "Start Line": 1760,
+                            "End Line": 1792
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 225,
-                        "Sequential Logic Declarations": 212,
-                        "Function Parameters": 56,
-                        "Function/Method Declarations": 56,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 27,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 48,
-                        "State Mutations / Variable Reassignments": 63,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 263,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 321,
+                        "Function Parameters": 637,
+                        "Function/Method Declarations": 4,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 4,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 45,
+                        "Asynchronous/Concurrent Execution": 4,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 47,
-                        "Generic Type Abstractions": 75,
-                        "Collection Iterators / Comprehensions": 7,
+                        "Global State Dependencies": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 36,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -542666,45 +543836,45 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
-                        "Ad-hoc Print / Debug Statements": 1,
-                        "Explicit Type Casts": 12,
-                        "Fatal Aborts & Exceptions": 23,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 55,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 1062,
+                        "Structural Tab Indentations": 1351,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 7,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
-                        "Vectorized Math & Tensor Operations": 43,
-                        "Core Var Decl": 321,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 211,
-                        "Design Pascal Case": 109,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 1,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 13,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -542714,7 +543884,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -542728,774 +543898,147 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 35,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 7,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "__future__",
-                        "aiobotocore.client",
-                        "airflow.exceptions",
-                        "airflow.providers.amazon.aws.exceptions",
-                        "airflow.providers.amazon.aws.hooks.base_aws",
-                        "airflow.providers.amazon.aws.utils.tags",
-                        "airflow.providers.amazon.version_compat",
-                        "airflow.providers.common.compat.connection",
-                        "airflow.providers.common.compat.lineage.hook",
-                        "airflow.providers.common.compat.sdk",
-                        "airflow.utils.helpers",
-                        "asyncio",
-                        "boto3.s3.transfer",
-                        "botocore.exceptions",
-                        "collections.abc",
-                        "contextlib",
-                        "copy",
-                        "datetime",
-                        "fnmatch",
-                        "functools",
-                        "gzip",
-                        "inspect",
-                        "io",
-                        "logging",
-                        "mypy_boto3_s3.service_resource",
-                        "os",
-                        "pathlib",
-                        "re",
-                        "shutil",
-                        "tempfile",
-                        "time",
-                        "typing",
-                        "urllib.parse",
-                        "uuid",
-                        "warnings"
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "python/airflow/scheduler_job_runner.py": {
+                "assembly/blst_generated_asm/sha256-x86_64.s": {
                     "1. Artifact Identity": {
-                        "Filename": "scheduler_job_runner.py",
-                        "Path": "python/airflow/scheduler_job_runner.py",
-                        "Language": "Python",
+                        "Filename": "sha256-x86_64.s",
+                        "Path": "assembly/blst_generated_asm/sha256-x86_64.s",
+                        "Language": "Assembly",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Parent Entity": "BaseJobRunner, LoggingMixin",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "python",
+                        "Folder Dominant Lang": "assembly",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Shebang)"
+                        "Identity Proof": "Single Indicator (Ext: .s)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -1307.06,
-                        "Y": 157.88,
-                        "Z": 10193.74
+                        "X": -4191.22,
+                        "Y": 86.28,
+                        "Z": -7180.68
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "Unclassified",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3261,
-                        "Coding LOC": 2381,
-                        "Documentation LOC": 490,
-                        "Structural Magnitude": 1318.12,
-                        "Control Flow Ratio": "55.6%",
+                        "Total LOC": 1519,
+                        "Coding LOC": 1446,
+                        "Documentation LOC": 31,
+                        "Structural Magnitude": 162.62,
+                        "Control Flow Ratio": "3.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.284
+                        "Raw Cognitive Density": 0.032
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.15%",
-                        "Error & Exception Exposure": "54.8%",
-                        "Tech Debt Exposure": "12.3%",
+                        "Cognitive Load Exposure": "5.35%",
+                        "Error & Exception Exposure": "53.83%",
+                        "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.2%",
-                        "Concurrency Exposure": "15.36%",
-                        "State Flux Exposure": "28.17%",
+                        "API Exposure": "4.89%",
+                        "Concurrency Exposure": "26.86%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.33%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "process_executor_events",
-                            "Structural Impact": 166.8,
-                            "Lines of Code (LOC)": 298,
-                            "Control Flow Branches": 61,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "84.7%",
-                            "Start Line": 1137,
-                            "End Line": 1434
-                        },
-                        {
-                            "Function Name": "_executable_task_instances_to_queued",
-                            "Structural Impact": 144.8,
-                            "Lines of Code (LOC)": 457,
-                            "Control Flow Branches": 60,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 474,
-                            "End Line": 930
-                        },
-                        {
-                            "Function Name": "_try_to_load_executor",
-                            "Structural Impact": 52.4,
-                            "Lines of Code (LOC)": 65,
-                            "Control Flow Branches": 21,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "84.0%",
-                            "Start Line": 3175,
-                            "End Line": 3239
-                        },
-                        {
-                            "Function Name": "_schedule_dag_run",
-                            "Structural Impact": 52.2,
-                            "Lines of Code (LOC)": 125,
-                            "Control Flow Branches": 22,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 2281,
-                            "End Line": 2405
-                        },
-                        {
-                            "Function Name": "_run_scheduler_loop",
-                            "Structural Impact": 46.3,
-                            "Lines of Code (LOC)": 163,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "76.5%",
-                            "Start Line": 1509,
-                            "End Line": 1671
-                        },
-                        {
-                            "Function Name": "_maybe_requeue_stuck_ti",
-                            "Structural Impact": 44.0,
-                            "Lines of Code (LOC)": 76,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 2491,
-                            "End Line": 2566
+                            "Function Name": "blst_sha256_block_data_order",
+                            "Structural Impact": 80.3,
+                            "Lines of Code (LOC)": 1141,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 14,
+                            "Control Flow Ratio": "2.9%",
+                            "Start Line": 269,
+                            "End Line": 1409
                         },
                         {
-                            "Function Name": "_create_dag_runs",
-                            "Structural Impact": 40.9,
-                            "Lines of Code (LOC)": 137,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "64.0%",
-                            "Start Line": 1888,
-                            "End Line": 2024
+                            "Function Name": "blst_sha256_block_data_order_shaext",
+                            "Structural Impact": 22.6,
+                            "Lines of Code (LOC)": 236,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 12,
+                            "Control Flow Ratio": "8.0%",
+                            "Start Line": 33,
+                            "End Line": 268
                         },
                         {
-                            "Function Name": "_executor_to_workloads",
-                            "Structural Impact": 35.5,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 14,
+                            "Function Name": "blst_sha256_bcopy",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 4,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 3134,
-                            "End Line": 3173
-                        },
-                        {
-                            "Function Name": "_purge_task_instances_without_heartbeats",
-                            "Structural Impact": 31.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 2891,
-                            "End Line": 2959
-                        },
-                        {
-                            "Function Name": "_activate_referenced_assets",
-                            "Structural Impact": 30.6,
-                            "Lines of Code (LOC)": 93,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "63.6%",
-                            "Start Line": 3040,
-                            "End Line": 3132
-                        },
-                        {
-                            "Function Name": "adopt_or_reset_orphaned_tasks",
-                            "Structural Impact": 29.2,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "81.2%",
-                            "Start Line": 2718,
-                            "End Line": 2816
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1453,
+                            "End Line": 1482
                         },
                         {
-                            "Function Name": "_start_queued_dagruns",
-                            "Structural Impact": 26.7,
-                            "Lines of Code (LOC)": 83,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2177,
-                            "End Line": 2259
+                            "Function Name": "blst_sha256_emit",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 43,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1410,
+                            "End Line": 1452
                         },
                         {
-                            "Function Name": "_enqueue_executor_callbacks",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 68,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "63.2%",
-                            "Start Line": 1040,
-                            "End Line": 1107
-                        },
-                        {
-                            "Function Name": "_create_dag_runs_asset_triggered",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 117,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 2033,
-                            "End Line": 2149
-                        },
-                        {
-                            "Function Name": "_do_scheduling",
-                            "Structural Impact": 25.4,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "64.7%",
-                            "Start Line": 1673,
-                            "End Line": 1764
-                        },
-                        {
-                            "Function Name": "_enqueue_task_instances_with_queued_state",
-                            "Structural Impact": 22.9,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 932,
-                            "End Line": 987
-                        },
-                        {
-                            "Function Name": "_get_team_names_for_dag_ids",
-                            "Structural Impact": 22.2,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 342,
-                            "End Line": 386
-                        },
-                        {
-                            "Function Name": "_get_workload_team_name",
-                            "Structural Impact": 21.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 388,
-                            "End Line": 419
-                        },
-                        {
-                            "Function Name": "_ensure_ti_has_dag_version_id",
-                            "Structural Impact": 17.6,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.8%",
-                            "Start Line": 155,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "_debug_dump",
-                            "Structural Impact": 17.3,
-                            "Lines of Code (LOC)": 26,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 447,
-                            "End Line": 472
-                        },
-                        {
-                            "Function Name": "_create_dagruns_for_dags",
-                            "Structural Impact": 17.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 1832,
-                            "End Line": 1854
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 16.5,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 7,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 261,
-                            "End Line": 308
-                        },
-                        {
-                            "Function Name": "_critical_section_enqueue_task_instances",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "70.0%",
-                            "Start Line": 989,
-                            "End Line": 1038
-                        },
-                        {
-                            "Function Name": "_emit_ti_metrics",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 45,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 2627,
-                            "End Line": 2671
-                        },
-                        {
-                            "Function Name": "_lock_backfills",
-                            "Structural Impact": 15.2,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2151,
-                            "End Line": 2175
-                        },
-                        {
-                            "Function Name": "_create_dagruns_for_partitioned_asset_dags",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1766,
-                            "End Line": 1829
-                        },
-                        {
-                            "Function Name": "_execute",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1436,
-                            "End Line": 1481
-                        },
-                        {
-                            "Function Name": "_verify_integrity_if_dag_changed",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 37,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 2407,
-                            "End Line": 2443
-                        },
-                        {
-                            "Function Name": "_update_dag_run_state_for_paused_dags",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 1484,
-                            "End Line": 1507
-                        },
-                        {
-                            "Function Name": "_get_num_times_stuck_in_queued",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 38,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2585,
-                            "End Line": 2622
-                        },
-                        {
-                            "Function Name": "_activate_assets_generate_warnings",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "58.3%",
-                            "Start Line": 3069,
-                            "End Line": 3100
-                        },
-                        {
-                            "Function Name": "_update_state",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 2195,
-                            "End Line": 2211
-                        },
-                        {
-                            "Function Name": "check_trigger_timeouts",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 2819,
-                            "End Line": 2841
-                        },
-                        {
-                            "Function Name": "_mark_backfills_complete",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1858,
-                            "End Line": 1886
-                        },
-                        {
-                            "Function Name": "_handle_tasks_stuck_in_queued",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2456,
-                            "End Line": 2479
-                        },
-                        {
-                            "Function Name": "_schedule_all_dag_runs",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2262,
-                            "End Line": 2279
-                        },
-                        {
-                            "Function Name": "_set_exceeds_max_active_runs",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 3241,
-                            "End Line": 3256
-                        },
-                        {
-                            "Function Name": "_exit_gracefully",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 421,
-                            "End Line": 433
-                        },
-                        {
-                            "Function Name": "_get_current_dag",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 314,
-                            "End Line": 323
-                        },
-                        {
-                            "Function Name": "_get_sentry_integration",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 943,
-                            "End Line": 958
-                        },
-                        {
-                            "Function Name": "_send_dag_callbacks_to_processor",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 2445,
-                            "End Line": 2453
-                        },
-                        {
-                            "Function Name": "_generate_task_instance_heartbeat_timeout_message_details",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 2964,
-                            "End Line": 2978
-                        },
-                        {
-                            "Function Name": "_emit_pool_metrics",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 36,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 2680,
-                            "End Line": 2715
-                        },
-                        {
-                            "Function Name": "_find_and_purge_task_instances_without_heartbeats",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2844,
-                            "End Line": 2861
-                        },
-                        {
-                            "Function Name": "_reschedule_stuck_task",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2568,
-                            "End Line": 2582
-                        },
-                        {
-                            "Function Name": "_find_task_instances_without_heartbeats",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2863,
-                            "End Line": 2889
-                        },
-                        {
-                            "Function Name": "_generate_warning_message",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3051,
-                            "End Line": 3067
-                        },
-                        {
-                            "Function Name": "load",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 204,
-                            "End Line": 216
-                        },
-                        {
-                            "Function Name": "_emit_running_dags_metric",
-                            "Structural Impact": 3.7,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2674,
-                            "End Line": 2677
-                        },
-                        {
-                            "Function Name": "register_signals",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 325,
-                            "End Line": 340
-                        },
-                        {
-                            "Function Name": "_process_task_event_logs",
-                            "Structural Impact": 3.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1110,
-                            "End Line": 1112
-                        },
-                        {
-                            "Function Name": "_update_asset_orphanage",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 32,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2994,
-                            "End Line": 3025
-                        },
-                        {
-                            "Function Name": "_log_memory_usage",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 435,
-                            "End Line": 445
-                        },
-                        {
-                            "Function Name": "_process_executor_events",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1128,
-                            "End Line": 1134
-                        },
-                        {
-                            "Function Name": "_remove_unreferenced_triggers",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2981,
-                            "End Line": 2991
-                        },
-                        {
-                            "Function Name": "_eager_load_dag_run_for_validation",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 152
-                        },
-                        {
-                            "Function Name": "_get_tis_stuck_in_queued",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2481,
-                            "End Line": 2489
-                        },
-                        {
-                            "Function Name": "_orphan_unreferenced_assets",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3028,
-                            "End Line": 3037
-                        },
-                        {
-                            "Function Name": "_get_current_dr_task_concurrency",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 229,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "heartbeat_callback",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 2,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 311,
-                            "End Line": 312
-                        },
-                        {
-                            "Function Name": "__init__",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 199,
-                            "End Line": 202
-                        },
-                        {
-                            "Function Name": "_is_parent_process",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 226
-                        },
-                        {
-                            "Function Name": "_is_metrics_enabled",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1115,
-                            "End Line": 1122
-                        },
-                        {
-                            "Function Name": "_is_tracing_enabled",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 2,
+                            "Function Name": "blst_sha256_hcopy",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 35,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1125,
-                            "End Line": 1126
+                            "Start Line": 1483,
+                            "End Line": 1517
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 447,
-                        "Sequential Logic Declarations": 357,
-                        "Function Parameters": 65,
-                        "Function/Method Declarations": 64,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 51,
-                        "Type/Safety Bypasses": 55,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 21,
-                        "Exposed API / Public Exports": 8,
-                        "State Mutations / Variable Reassignments": 80,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 212,
+                        "Function Parameters": 995,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 5,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 110,
-                        "Unit Test Assertions": 5,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 11,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 1,
-                        "Decorators and Annotations": 21,
-                        "Generic Type Abstractions": 99,
-                        "Collection Iterators / Comprehensions": 65,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 11,
-                        "Module Dependencies (Imports)": 84,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 11,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 5,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
@@ -543503,43 +544046,43 @@
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 26,
-                        "Fatal Aborts & Exceptions": 8,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 5,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 5,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 209,
-                        "Event Listeners & Subscribers": 46,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2304,
+                        "Structural Tab Indentations": 1259,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 6,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
                         "Local Inference & Tensor Math": 0,
                         "Traditional Machine Learning (Stats/Trees)": 0,
                         "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 7,
-                        "Vectorized Math & Tensor Operations": 20,
-                        "Core Var Decl": 526,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 498,
-                        "Design Pascal Case": 23,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 16,
-                        "Design Long Vars": 13,
+                        "Design Snake Case": 0,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -543549,7 +544092,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -543563,132 +544106,53 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 78,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 4,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "SchedulerDagBag",
-                        "__future__",
-                        "airflow",
-                        "airflow._shared.logging.types",
-                        "airflow._shared.observability.metrics.dual_stats_manager",
-                        "airflow._shared.observability.metrics.stats",
-                        "airflow._shared.timezones",
-                        "airflow.api_fastapi.execution_api.datamodels.taskinstance",
-                        "airflow.assets.evaluation",
-                        "airflow.callbacks.callback_requests",
-                        "airflow.callbacks.database_callback_sink",
-                        "airflow.configuration",
-                        "airflow.dag_processing.bundles.base",
-                        "airflow.exceptions",
-                        "airflow.executors",
-                        "airflow.executors.base_executor",
-                        "airflow.executors.executor_loader",
-                        "airflow.executors.executor_utils",
-                        "airflow.executors.workloads.types",
-                        "airflow.jobs.base_job_runner",
-                        "airflow.jobs.job",
-                        "airflow.models",
-                        "airflow.models.asset",
-                        "airflow.models.backfill",
-                        "airflow.models.callback",
-                        "airflow.models.dag",
-                        "airflow.models.dag_version",
-                        "airflow.models.dagbag",
-                        "airflow.models.dagbundle",
-                        "airflow.models.dagrun",
-                        "airflow.models.dagwarning",
-                        "airflow.models.pool",
-                        "airflow.models.serialized_dag",
-                        "airflow.models.taskinstance",
-                        "airflow.models.taskinstancekey",
-                        "airflow.models.team",
-                        "airflow.models.trigger",
-                        "airflow.observability.metrics",
-                        "airflow.serialization.definitions.assets",
-                        "airflow.serialization.definitions.dag",
-                        "airflow.serialization.definitions.notset",
-                        "airflow.ti_deps.dependencies_states",
-                        "airflow.timetables.simple",
-                        "airflow.utils.db",
-                        "airflow.utils.event_scheduler",
-                        "airflow.utils.log.logging_mixin",
-                        "airflow.utils.retries",
-                        "airflow.utils.session",
-                        "airflow.utils.sqlalchemy",
-                        "airflow.utils.state",
-                        "airflow.utils.types",
-                        "collections",
-                        "collections.abc",
-                        "contextlib",
-                        "datetime",
-                        "due",
-                        "functools",
-                        "itertools",
-                        "logging",
-                        "multiprocessing",
-                        "operator",
-                        "os",
-                        "pendulum.datetime",
-                        "signal",
-                        "sqlalchemy",
-                        "sqlalchemy.engine",
-                        "sqlalchemy.exc",
-                        "sqlalchemy.orm",
-                        "sqlalchemy.orm.interfaces",
-                        "sqlalchemy.sql",
-                        "sqlalchemy.sql.selectable",
-                        "sys",
-                        "threading",
-                        "time",
-                        "traceback",
-                        "tracemalloc",
-                        "types",
-                        "typing"
-                    ]
+                    "9. Extracted Dependencies": []
                 }
             }
         },
-        "assembly/blst_generated_asm": {
-            "Directory Group Magnitude": 2590.98,
-            "File Count": 13,
+        "shell/darwin-xnu": {
+            "Directory Group Magnitude": 2469.34,
+            "File Count": 17,
             "Ecosystem Fingerprint (Archetypes)": {
                 "Unclassified": "100.0%"
             },
             "Average Risk Exposures": {
-                "Cognitive Load Exposure": "6.68%",
-                "Error & Exception Exposure": "60.59%",
-                "Tech Debt Exposure": "3.05%",
-                "Testing Exposure": "68.06%",
-                "API Exposure": "4.5%",
-                "Concurrency Exposure": "42.62%",
-                "State Flux Exposure": "0.0%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "100.0%",
+                "Cognitive Load Exposure": "66.23%",
+                "Error & Exception Exposure": "92.36%",
+                "Tech Debt Exposure": "73.68%",
+                "Testing Exposure": "34.33%",
+                "API Exposure": "0.05%",
+                "Concurrency Exposure": "1.08%",
+                "State Flux Exposure": "96.46%",
+                "Commented Logic Exposure": "3.94%",
+                "Specification Exposure": "91.76%",
                 "Instability Exposure": "50.0%",
                 "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "17.71%",
+                "Documentation Exposure": "36.36%",
                 "Hardcoded Payload Artifacts": "0.0%"
             },
             "Files": {
-                "assembly/blst_generated_asm/add_mod_256-x86_64.s": {
+                "shell/darwin-xnu/MPMMtest_run.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "add_mod_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/add_mod_256-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "MPMMtest_run.sh",
+                        "Path": "shell/darwin-xnu/MPMMtest_run.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4888.75,
-                        "Y": 4.45,
-                        "Z": -7340.32
+                        "X": 1159.5,
+                        "Y": 225.95,
+                        "Z": -6393.35
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -543697,159 +544161,119 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 682,
-                        "Coding LOC": 516,
-                        "Documentation LOC": 50,
-                        "Structural Magnitude": 109.62,
-                        "Control Flow Ratio": "3.9%",
+                        "Total LOC": 65,
+                        "Coding LOC": 46,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 87.82,
+                        "Control Flow Ratio": "88.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.178
+                        "Raw Cognitive Density": 1.804
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.21%",
-                        "Error & Exception Exposure": "68.04%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "98.55%",
+                        "Error & Exception Exposure": "99.96%",
+                        "Tech Debt Exposure": "91.62%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "7.06%",
-                        "Concurrency Exposure": "77.02%",
-                        "State Flux Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.97%",
+                        "Documentation Exposure": "33.97%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "lshift_mod_256",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "15.4%",
-                            "Start Line": 174,
-                            "End Line": 233
-                        },
-                        {
-                            "Function Name": "mul_by_3_mod_256",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "18.2%",
-                            "Start Line": 80,
-                            "End Line": 131
-                        },
-                        {
-                            "Function Name": "rshift_mod_256",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.6%",
-                            "Start Line": 234,
-                            "End Line": 324
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 21,
+                            "End Line": 33
                         },
                         {
-                            "Function Name": "cneg_mod_256",
-                            "Structural Impact": 6.7,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 325,
-                            "End Line": 405
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 18.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "94.4%",
+                            "Start Line": 41,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "sub_n_check_mod_256",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 601,
-                            "End Line": 680
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 35,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "add_n_check_mod_256",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 523,
-                            "End Line": 600
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "92.3%",
+                            "Start Line": 55,
+                            "End Line": 59
                         },
                         {
-                            "Function Name": "add_mod_256",
+                            "Function Name": "is_64_bit_env",
                             "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 79
-                        },
-                        {
-                            "Function Name": "sub_mod_256",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 406,
-                            "End Line": 476
-                        },
-                        {
-                            "Function Name": "check_mod_256",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 477,
-                            "End Line": 522
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 10,
+                            "End Line": 16
                         },
                         {
-                            "Function Name": "__lshift_mod_256",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 42,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 132,
-                            "End Line": 173
+                            "Start Line": 1,
+                            "End Line": 64
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 122,
-                        "Function Parameters": 270,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 63,
+                        "Sequential Logic Declarations": 8,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 10,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 30,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 15,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 19,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 5,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -543863,18 +544287,18 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 14,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 10,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 5,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 359,
+                        "Structural Tab Indentations": 21,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
@@ -543892,15 +544316,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 11,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -543931,22 +544355,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/add_mod_384-x86_64.s": {
+                "shell/darwin-xnu/generate_combined_symbolsets_plist.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "add_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/add_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_combined_symbolsets_plist.sh",
+                        "Path": "shell/darwin-xnu/generate_combined_symbolsets_plist.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Mixed (10.5% Spaces / 89.5% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4563.95,
-                        "Y": 56.66,
-                        "Z": -7316.11
+                        "X": 2028.81,
+                        "Y": 207.83,
+                        "Z": -7210.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -543955,349 +544379,89 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 2215,
-                        "Coding LOC": 1849,
-                        "Documentation LOC": 140,
-                        "Structural Magnitude": 370.98,
-                        "Control Flow Ratio": "5.5%",
+                        "Total LOC": 49,
+                        "Coding LOC": 41,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 19.32,
+                        "Control Flow Ratio": "80.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.108
+                        "Raw Cognitive Density": 0.585
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.11%",
-                        "Error & Exception Exposure": "63.72%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "8.36%",
-                        "Concurrency Exposure": "67.87%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "34.11%",
+                        "Error & Exception Exposure": "76.23%",
+                        "Tech Debt Exposure": "95.2%",
+                        "Testing Exposure": "2.56%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "69.57%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.06%",
+                        "Documentation Exposure": "41.08%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "mul_by_8_mod_384x",
-                            "Structural Impact": 23.7,
-                            "Lines of Code (LOC)": 103,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "15.8%",
-                            "Start Line": 840,
-                            "End Line": 942
-                        },
-                        {
-                            "Function Name": "mul_by_3_mod_384x",
-                            "Structural Impact": 18.2,
-                            "Lines of Code (LOC)": 99,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "15.4%",
-                            "Start Line": 741,
-                            "End Line": 839
-                        },
-                        {
-                            "Function Name": "mul_by_8_mod_384",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 81,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "13.6%",
-                            "Start Line": 660,
-                            "End Line": 740
-                        },
-                        {
-                            "Function Name": "rshift_mod_384",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 78,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 202,
-                            "End Line": 279
-                        },
-                        {
-                            "Function Name": "mul_by_3_mod_384",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 77,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 583,
-                            "End Line": 659
-                        },
-                        {
-                            "Function Name": "lshift_mod_384",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 107,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "3.8%",
-                            "Start Line": 426,
-                            "End Line": 532
-                        },
-                        {
-                            "Function Name": "mul_by_1_plus_i_mod_384x",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 157,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1247,
-                            "End Line": 1403
-                        },
-                        {
-                            "Function Name": "vec_is_equal_16x",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2162,
-                            "End Line": 2213
-                        },
-                        {
-                            "Function Name": "vec_select_288",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 138,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1927,
-                            "End Line": 2064
-                        },
-                        {
-                            "Function Name": "add_mod_384x",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 131,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "sub_mod_384x",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 1178,
-                            "End Line": 1246
-                        },
-                        {
-                            "Function Name": "vec_is_zero_16x",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 2120,
-                            "End Line": 2161
-                        },
-                        {
-                            "Function Name": "div_by_2_mod_384",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 79,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.0%",
-                            "Start Line": 347,
-                            "End Line": 425
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mod_384x",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 125,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1460,
-                            "End Line": 1584
-                        },
-                        {
-                            "Function Name": "vec_select_192",
-                            "Structural Impact": 8.4,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1741,
-                            "End Line": 1842
-                        },
-                        {
-                            "Function Name": "cneg_mod_384",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 113,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 943,
-                            "End Line": 1055
-                        },
-                        {
-                            "Function Name": "vec_select_144",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 84,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1843,
-                            "End Line": 1926
-                        },
-                        {
-                            "Function Name": "vec_select_96",
-                            "Structural Impact": 6.6,
-                            "Lines of Code (LOC)": 66,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1675,
-                            "End Line": 1740
-                        },
-                        {
-                            "Function Name": "__sub_mod_384",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1114,
-                            "End Line": 1177
-                        },
-                        {
-                            "Function Name": "add_mod_384",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 7,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "sub_mod_384",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 1056,
-                            "End Line": 1113
-                        },
-                        {
-                            "Function Name": "vec_select_48",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1627,
-                            "End Line": 1674
-                        },
-                        {
-                            "Function Name": "__rshift_mod_384",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 280,
-                            "End Line": 346
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mod_384",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1404,
-                            "End Line": 1459
-                        },
-                        {
-                            "Function Name": "vec_select_32",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 10,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1585,
-                            "End Line": 1626
-                        },
-                        {
-                            "Function Name": "__add_mod_384_a_is_loaded",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 79,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "vec_prefetch",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2065,
-                            "End Line": 2119
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 22,
+                            "End Line": 35
                         },
                         {
-                            "Function Name": "__lshift_mod_384",
-                            "Structural Impact": 4.9,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 533,
-                            "End Line": 582
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "__add_mod_384",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 30,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 77
+                            "Start Line": 1,
+                            "End Line": 48
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 29,
-                        "Sequential Logic Declarations": 501,
-                        "Function Parameters": 1417,
-                        "Function/Method Declarations": 29,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 28,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 24,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 46,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 55,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -544311,26 +544475,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 28,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1350,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 17,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544340,15 +544504,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 3,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544358,7 +544522,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -544379,22 +544543,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/add_mod_384x384-x86_64.s": {
+                "shell/darwin-xnu/generate_linker_aliases.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "add_mod_384x384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/add_mod_384x384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_linker_aliases.sh",
+                        "Path": "shell/darwin-xnu/generate_linker_aliases.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5277.51,
-                        "Y": -8.05,
-                        "Z": -7351.54
+                        "X": 1195.59,
+                        "Y": 264.26,
+                        "Z": -7672.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -544403,78 +544567,78 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 253,
-                        "Coding LOC": 217,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 27.84,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 16,
+                        "Coding LOC": 10,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 11.7,
+                        "Control Flow Ratio": "55.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 1.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "0.0%",
-                        "Error & Exception Exposure": "62.1%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "3.97%",
-                        "Concurrency Exposure": "43.1%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "94.37%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.97%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "66.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "20.74%",
+                        "Documentation Exposure": "52.76%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "sub_mod_384x384",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 124,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 251
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "add_mod_384x384",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 121,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 127
+                            "Start Line": 1,
+                            "End Line": 15
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 72,
-                        "Function Parameters": 131,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
@@ -544489,26 +544653,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 155,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544518,15 +544682,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544557,22 +544721,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s": {
+                "shell/darwin-xnu/generate_linker_exports.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ct_inverse_mod_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ct_inverse_mod_256-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_linker_exports.sh",
+                        "Path": "shell/darwin-xnu/generate_linker_exports.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4322.06,
-                        "Y": 121.9,
-                        "Z": -6674.93
+                        "X": 882.31,
+                        "Y": 256.41,
+                        "Z": -6412.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -544581,128 +544745,78 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1251,
-                        "Coding LOC": 1020,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 309.2,
-                        "Control Flow Ratio": "15.9%",
+                        "Total LOC": 19,
+                        "Coding LOC": 10,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 11.8,
+                        "Control Flow Ratio": "55.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.15
+                        "Raw Cognitive Density": 1.3
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.32%",
-                        "Error & Exception Exposure": "57.09%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.94%",
-                        "Concurrency Exposure": "28.68%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "92.96%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.98%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "23.15%",
+                        "Specification Exposure": "66.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.24%",
+                        "Documentation Exposure": "51.25%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_inverse_mod_256",
-                            "Structural Impact": 228.0,
-                            "Lines of Code (LOC)": 644,
-                            "Control Flow Branches": 73,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "22.0%",
-                            "Start Line": 7,
-                            "End Line": 650
-                        },
-                        {
-                            "Function Name": "__smulq_512x63",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 159,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 651,
-                            "End Line": 809
-                        },
-                        {
-                            "Function Name": "__smulq_256_n_shift_by_31",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 139,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 928,
-                            "End Line": 1066
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "__smulq_256x63",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 118,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 810,
-                            "End Line": 927
-                        },
-                        {
-                            "Function Name": "__ab_approximation_31_256",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "7.7%",
-                            "Start Line": 1067,
-                            "End Line": 1130
-                        },
-                        {
-                            "Function Name": "__inner_loop_31_256",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 1131,
-                            "End Line": 1189
-                        },
-                        {
-                            "Function Name": "__inner_loop_62_256",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 60,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 1190,
-                            "End Line": 1249
+                            "Start Line": 1,
+                            "End Line": 18
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 76,
-                        "Sequential Logic Declarations": 402,
-                        "Function Parameters": 768,
-                        "Function/Method Declarations": 7,
+                        "Control Flow Branches": 5,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 7,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 6,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 3,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 9,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
@@ -544717,26 +544831,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 7,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 948,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 3,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544746,15 +544860,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544785,22 +544899,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s": {
+                "shell/darwin-xnu/generate_symbolset_plist.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ct_is_square_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ct_is_square_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "generate_symbolset_plist.sh",
+                        "Path": "shell/darwin-xnu/generate_symbolset_plist.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Mixed (15.4% Spaces / 84.6% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4379.62,
-                        "Y": 48.05,
-                        "Z": -7528.22
+                        "X": 1881.57,
+                        "Y": 219.35,
+                        "Z": -6626.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -544809,109 +544923,99 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 526,
-                        "Coding LOC": 430,
-                        "Documentation LOC": 19,
-                        "Structural Magnitude": 76.9,
-                        "Control Flow Ratio": "6.9%",
+                        "Total LOC": 75,
+                        "Coding LOC": 65,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 30.7,
+                        "Control Flow Ratio": "62.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.074
+                        "Raw Cognitive Density": 0.646
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.28%",
-                        "Error & Exception Exposure": "62.25%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "2.21%",
-                        "Concurrency Exposure": "36.7%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "39.76%",
+                        "Error & Exception Exposure": "89.06%",
+                        "Tech Debt Exposure": "72.34%",
+                        "Testing Exposure": "2.54%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "83.09%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.52%",
+                        "Documentation Exposure": "30.5%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_is_square_mod_384",
-                            "Structural Impact": 25.2,
-                            "Lines of Code (LOC)": 133,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "12.8%",
-                            "Start Line": 7,
-                            "End Line": 139
-                        },
-                        {
-                            "Function Name": "__smulq_384_n_shift_by_30",
-                            "Structural Impact": 11.8,
-                            "Lines of Code (LOC)": 183,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 140,
-                            "End Line": 322
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 5,
+                            "End Line": 8
                         },
                         {
-                            "Function Name": "__ab_approximation_30",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 75,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "6.7%",
-                            "Start Line": 323,
-                            "End Line": 397
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 12,
+                            "End Line": 15
                         },
                         {
-                            "Function Name": "__inner_loop_30",
-                            "Structural Impact": 8.5,
-                            "Lines of Code (LOC)": 72,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "8.3%",
-                            "Start Line": 398,
-                            "End Line": 469
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 18,
+                            "End Line": 21
                         },
                         {
-                            "Function Name": "__inner_loop_48",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 470,
-                            "End Line": 524
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 74
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 9,
-                        "Sequential Logic Declarations": 122,
-                        "Function Parameters": 240,
-                        "Function/Method Declarations": 5,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 12,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 5,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 10,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 79,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 2,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -544925,26 +545029,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 24,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 4,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 368,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 33,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 3,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -544954,15 +545058,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -544972,7 +545076,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -544993,22 +545097,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s": {
+                "shell/darwin-xnu/ios_trace_ipc.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ctq_inverse_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ctq_inverse_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "ios_trace_ipc.sh",
+                        "Path": "shell/darwin-xnu/ios_trace_ipc.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5111.51,
-                        "Y": -0.05,
-                        "Z": -7026.99
+                        "X": 1602.26,
+                        "Y": 249.49,
+                        "Z": -7446.05
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545017,119 +545121,79 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1319,
-                        "Coding LOC": 1110,
-                        "Documentation LOC": 22,
-                        "Structural Magnitude": 266.1,
-                        "Control Flow Ratio": "11.5%",
+                        "Total LOC": 25,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 25.28,
+                        "Control Flow Ratio": "85.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.104
+                        "Raw Cognitive Density": 3.697
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "7.02%",
-                        "Error & Exception Exposure": "55.75%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.93%",
-                        "Concurrency Exposure": "23.56%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "94.59%",
+                        "Tech Debt Exposure": "99.99%",
+                        "Testing Exposure": "2.68%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.01%",
+                        "Documentation Exposure": "61.36%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_inverse_mod_384",
-                            "Structural Impact": 182.8,
-                            "Lines of Code (LOC)": 587,
-                            "Control Flow Branches": 57,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "19.1%",
-                            "Start Line": 8,
-                            "End Line": 594
-                        },
-                        {
-                            "Function Name": "__smulq_768x63",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 228,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 595,
-                            "End Line": 822
-                        },
-                        {
-                            "Function Name": "__smulq_384_n_shift_by_62",
-                            "Structural Impact": 12.2,
-                            "Lines of Code (LOC)": 192,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 990,
-                            "End Line": 1181
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 16,
+                            "End Line": 20
                         },
                         {
-                            "Function Name": "__smulq_384x63",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 167,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 19,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 6,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 823,
-                            "End Line": 989
-                        },
-                        {
-                            "Function Name": "__inner_loop_62",
-                            "Structural Impact": 8.7,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "9.1%",
-                            "Start Line": 1249,
-                            "End Line": 1317
-                        },
-                        {
-                            "Function Name": "__ab_approximation_62",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "5.9%",
-                            "Start Line": 1182,
-                            "End Line": 1248
+                            "Start Line": 1,
+                            "End Line": 24
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 59,
-                        "Sequential Logic Declarations": 454,
-                        "Function Parameters": 874,
-                        "Function/Method Declarations": 6,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 15,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 9,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -545137,16 +545201,16 @@
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 1,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 1,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
@@ -545154,16 +545218,16 @@
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1043,
+                        "Structural Tab Indentations": 3,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -545172,15 +545236,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 7,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 5,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -545211,22 +545275,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s": {
+                "shell/darwin-xnu/iosspeedtracer.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ctx_inverse_mod_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/ctx_inverse_mod_384-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "iosspeedtracer.sh",
+                        "Path": "shell/darwin-xnu/iosspeedtracer.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Mixed (75.0% Spaces / 25.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4859.54,
-                        "Y": 100.67,
-                        "Z": -6800.54
+                        "X": 1526.71,
+                        "Y": 168.24,
+                        "Z": -6165.4
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545235,149 +545299,79 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1717,
-                        "Coding LOC": 1407,
-                        "Documentation LOC": 30,
-                        "Structural Magnitude": 451.34,
-                        "Control Flow Ratio": "17.3%",
+                        "Total LOC": 21,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 1,
+                        "Structural Magnitude": 24.32,
+                        "Control Flow Ratio": "91.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.154
+                        "Raw Cognitive Density": 3.125
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "8.45%",
-                        "Error & Exception Exposure": "55.81%",
-                        "Tech Debt Exposure": "8.79%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.86%",
-                        "Concurrency Exposure": "26.09%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "99.99%",
+                        "Error & Exception Exposure": "99.59%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.98%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.29%",
+                        "Documentation Exposure": "67.32%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "ct_inverse_mod_384$1",
-                            "Structural Impact": 348.0,
-                            "Lines of Code (LOC)": 927,
-                            "Control Flow Branches": 113,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "22.1%",
-                            "Start Line": 12,
-                            "End Line": 938
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 12.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 10,
+                            "End Line": 20
                         },
                         {
-                            "Function Name": "__smulx_768x63",
-                            "Structural Impact": 11.7,
-                            "Lines of Code (LOC)": 182,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 939,
-                            "End Line": 1120
-                        },
-                        {
-                            "Function Name": "__smulx_384_n_shift_by_31",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 160,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1256,
-                            "End Line": 1415
-                        },
-                        {
-                            "Function Name": "__smulx_384x63",
-                            "Structural Impact": 9.4,
-                            "Lines of Code (LOC)": 135,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1121,
-                            "End Line": 1255
-                        },
-                        {
-                            "Function Name": "__ab_approximation_31",
-                            "Structural Impact": 8.9,
-                            "Lines of Code (LOC)": 81,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "5.3%",
-                            "Start Line": 1518,
-                            "End Line": 1598
-                        },
-                        {
-                            "Function Name": "__smulx_191_n_shift_by_31",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 102,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1416,
-                            "End Line": 1517
-                        },
-                        {
-                            "Function Name": "__inner_loop_31",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 1599,
-                            "End Line": 1657
-                        },
-                        {
-                            "Function Name": "__tail_loop_55",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 1658,
-                            "End Line": 1715
-                        },
-                        {
-                            "Function Name": "ctx_inverse_mod_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
+                            "Start Line": 1,
+                            "End Line": 20
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 116,
-                        "Sequential Logic Declarations": 554,
-                        "Function Parameters": 1080,
-                        "Function/Method Declarations": 9,
+                        "Control Flow Branches": 11,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 8,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 8,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 9,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 10,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 10,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 5,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -545391,26 +545385,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 8,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1328,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 2,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -545420,12 +545414,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 4,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -545438,7 +545432,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -545459,22 +545453,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/div3w-x86_64.s": {
+                "shell/darwin-xnu/list_supported.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "div3w-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/div3w-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
+                        "Filename": "list_supported.sh",
+                        "Path": "shell/darwin-xnu/list_supported.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2008 Apple Inc. All rights reserved",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4468.88,
-                        "Y": 187.15,
-                        "Z": -6211.93
+                        "X": 1057.59,
+                        "Y": 287.14,
+                        "Z": -7506.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545483,81 +545477,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 168,
-                        "Coding LOC": 111,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 34.42,
-                        "Control Flow Ratio": "11.5%",
+                        "Total LOC": 57,
+                        "Coding LOC": 27,
+                        "Documentation LOC": 23,
+                        "Structural Magnitude": 32.34,
+                        "Control Flow Ratio": "68.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.234
+                        "Raw Cognitive Density": 5.13
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.27%",
-                        "Error & Exception Exposure": "76.28%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.46%",
-                        "API Exposure": "5.4%",
-                        "Concurrency Exposure": "87.32%",
-                        "State Flux Exposure": "0.0%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "94.14%",
+                        "Tech Debt Exposure": "99.71%",
+                        "Testing Exposure": "2.92%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.95%",
+                        "Documentation Exposure": "28.8%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "div_3_limbs",
-                            "Structural Impact": 13.4,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 7,
-                            "End Line": 62
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 10.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 45,
+                            "End Line": 56
                         },
                         {
-                            "Function Name": "quot_rem_128",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 63,
-                            "End Line": 126
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 36,
+                            "End Line": 42
                         },
                         {
-                            "Function Name": "quot_rem_64",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 40,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 37,
                             "Control Flow Branches": 0,
                             "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 166
+                            "Start Line": 1,
+                            "End Line": 56
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 75,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 3,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 10,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -545565,9 +545559,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 20,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -545579,26 +545573,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 7,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 80,
+                        "Structural Tab Indentations": 12,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 4,
+                        "Regex Execution": 4,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -545608,15 +545602,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 5,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -545626,7 +545620,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -545647,22 +545641,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/mulq_mont_256-x86_64.s": {
+                "shell/darwin-xnu/mach_install_mig.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mulq_mont_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/mulq_mont_256-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "mach_install_mig.sh",
+                        "Path": "shell/darwin-xnu/mach_install_mig.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Indentation Style": "Mixed (10.0% Spaces / 90.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4072.13,
-                        "Y": 196.82,
-                        "Z": -6677.1
+                        "X": 1771.1,
+                        "Y": 272.25,
+                        "Z": -7277.06
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545671,121 +545665,161 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 782,
-                        "Coding LOC": 641,
-                        "Documentation LOC": 28,
-                        "Structural Magnitude": 93.62,
-                        "Control Flow Ratio": "4.7%",
+                        "Total LOC": 183,
+                        "Coding LOC": 118,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 140.66,
+                        "Control Flow Ratio": "74.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.048
+                        "Raw Cognitive Density": 1.513
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.7%",
-                        "Error & Exception Exposure": "59.75%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "95.48%",
+                        "Error & Exception Exposure": "100.0%",
+                        "Tech Debt Exposure": "35.59%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.83%",
-                        "Concurrency Exposure": "29.33%",
-                        "State Flux Exposure": "0.0%",
+                        "API Exposure": "0.89%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.57%",
+                        "Documentation Exposure": "17.47%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__mulq_mont_sparse_256",
-                            "Structural Impact": 17.2,
-                            "Lines of Code (LOC)": 292,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 449
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 10.7,
+                            "Lines of Code (LOC)": 134,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "21.4%",
+                            "Start Line": 1,
+                            "End Line": 183
                         },
                         {
-                            "Function Name": "sqr_mont_sparse_256",
-                            "Structural Impact": 11.6,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 84,
-                            "End Line": 157
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 164,
+                            "End Line": 170
                         },
                         {
-                            "Function Name": "redc_mont_256",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 90,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "11.8%",
-                            "Start Line": 537,
-                            "End Line": 626
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 152,
+                            "End Line": 160
                         },
                         {
-                            "Function Name": "mul_mont_sparse_256",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 76,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 8,
-                            "End Line": 83
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 65,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "from_mont_256",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 450,
-                            "End Line": 536
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 91,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "__mulq_by_1_mont_256",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 154,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 627,
-                            "End Line": 780
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 128,
+                            "End Line": 130
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 134,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 140,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 179,
+                            "End Line": 182
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 52,
+                            "End Line": 62
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 164,
-                        "Function Parameters": 267,
-                        "Function/Method Declarations": 6,
+                        "Control Flow Branches": 40,
+                        "Sequential Logic Declarations": 14,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Type/Safety Bypasses": 81,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 7,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 78,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 9,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -545797,26 +545831,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 7,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 510,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 54,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -545826,15 +545860,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 32,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 32,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -545844,7 +545878,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -545865,22 +545899,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/mulx_mont_256-x86_64.s": {
+                "shell/darwin-xnu/make_posix_availability.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mulx_mont_256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/mulx_mont_256-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "make_posix_availability.sh",
+                        "Path": "shell/darwin-xnu/make_posix_availability.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5190.67,
-                        "Y": 53.47,
-                        "Z": -6711.81
+                        "X": 715.84,
+                        "Y": 233.98,
+                        "Z": -6512.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -545889,151 +545923,91 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 691,
-                        "Coding LOC": 554,
-                        "Documentation LOC": 26,
-                        "Structural Magnitude": 83.08,
-                        "Control Flow Ratio": "3.5%",
+                        "Total LOC": 83,
+                        "Coding LOC": 48,
+                        "Documentation LOC": 25,
+                        "Structural Magnitude": 27.96,
+                        "Control Flow Ratio": "86.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.065
+                        "Raw Cognitive Density": 1.042
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.07%",
-                        "Error & Exception Exposure": "61.18%",
-                        "Tech Debt Exposure": "17.47%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "4.92%",
-                        "Concurrency Exposure": "41.18%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Cognitive Load Exposure": "76.25%",
+                        "Error & Exception Exposure": "77.86%",
+                        "Tech Debt Exposure": "89.91%",
+                        "Testing Exposure": "2.62%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "94.78%",
+                        "Commented Logic Exposure": "12.83%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.29%",
+                        "Documentation Exposure": "21.39%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__mulx_mont_sparse_256",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 209,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 153,
-                            "End Line": 361
-                        },
-                        {
-                            "Function Name": "__mulx_by_1_mont_256",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 157,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 533,
-                            "End Line": 689
-                        },
-                        {
-                            "Function Name": "sqr_mont_sparse_256$1",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 67,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "7.1%",
-                            "Start Line": 86,
-                            "End Line": 152
-                        },
-                        {
-                            "Function Name": "redc_mont_256$1",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 82,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "6.2%",
-                            "Start Line": 451,
-                            "End Line": 532
-                        },
-                        {
-                            "Function Name": "mul_mont_sparse_256$1",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 69,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "7.7%",
-                            "Start Line": 12,
-                            "End Line": 80
-                        },
-                        {
-                            "Function Name": "from_mont_256$1",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 79,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "6.7%",
-                            "Start Line": 367,
-                            "End Line": 445
-                        },
-                        {
-                            "Function Name": "mulx_mont_sparse_256",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 11.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 7,
-                            "End Line": 9
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 38,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "sqrx_mont_sparse_256",
-                            "Structural Impact": 1.1,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 83
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 30,
+                            "End Line": 32
                         },
                         {
-                            "Function Name": "fromx_mont_256",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 31,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 362,
-                            "End Line": 364
+                            "Start Line": 1,
+                            "End Line": 82
                         },
                         {
-                            "Function Name": "redcx_mont_256",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "usage",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 446,
-                            "End Line": 448
+                            "Start Line": 25,
+                            "End Line": 28
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 109,
-                        "Function Parameters": 220,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 13,
+                        "Sequential Logic Declarations": 2,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 6,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 8,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 6,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 9,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -546041,9 +546015,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 4,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -546055,19 +546029,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 8,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 420,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 9,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -546084,15 +546058,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -546102,7 +546076,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -546123,22 +546097,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/mulx_mont_384-x86_64.s": {
+                "shell/darwin-xnu/make_symbol_aliasing.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mulx_mont_384-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/mulx_mont_384-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "make_symbol_aliasing.sh",
+                        "Path": "shell/darwin-xnu/make_symbol_aliasing.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Indentation Style": "Mixed (82.9% Spaces / 17.1% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4670.76,
-                        "Y": 123.45,
-                        "Z": -6894.6
+                        "X": 854.89,
+                        "Y": 245.54,
+                        "Z": -6914.81
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -546147,451 +546121,101 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 3247,
-                        "Coding LOC": 2572,
-                        "Documentation LOC": 120,
-                        "Structural Magnitude": 454.14,
-                        "Control Flow Ratio": "7.2%",
+                        "Total LOC": 125,
+                        "Coding LOC": 87,
+                        "Documentation LOC": 26,
+                        "Structural Magnitude": 145.74,
+                        "Control Flow Ratio": "88.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.102
+                        "Raw Cognitive Density": 2.514
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "6.98%",
-                        "Error & Exception Exposure": "58.68%",
-                        "Tech Debt Exposure": "13.38%",
+                        "Cognitive Load Exposure": "99.91%",
+                        "Error & Exception Exposure": "96.71%",
+                        "Tech Debt Exposure": "52.15%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "6.86%",
-                        "Concurrency Exposure": "46.2%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "17.36%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.92%",
+                        "Documentation Exposure": "54.29%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "mul_mont_384x$1",
-                            "Structural Impact": 38.5,
-                            "Lines of Code (LOC)": 133,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 220,
-                            "End Line": 352
-                        },
-                        {
-                            "Function Name": "mul_382x$1",
-                            "Structural Impact": 25.9,
-                            "Lines of Code (LOC)": 148,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "13.3%",
-                            "Start Line": 505,
-                            "End Line": 652
-                        },
-                        {
-                            "Function Name": "__mulx_mont_384",
-                            "Structural Impact": 20.6,
-                            "Lines of Code (LOC)": 412,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1984,
-                            "End Line": 2395
-                        },
-                        {
-                            "Function Name": "sqr_mont_384x$1",
-                            "Structural Impact": 20.3,
-                            "Lines of Code (LOC)": 142,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "9.5%",
-                            "Start Line": 358,
-                            "End Line": 499
-                        },
-                        {
-                            "Function Name": "__mulx_mont_383_nonred",
-                            "Structural Impact": 19.6,
-                            "Lines of Code (LOC)": 373,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2665,
-                            "End Line": 3037
-                        },
-                        {
-                            "Function Name": "sqr_mont_382x$1",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 203,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "2.7%",
-                            "Start Line": 3043,
-                            "End Line": 3245
-                        },
-                        {
-                            "Function Name": "sqr_382x$1",
-                            "Structural Impact": 17.7,
-                            "Lines of Code (LOC)": 143,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.7%",
-                            "Start Line": 658,
-                            "End Line": 800
-                        },
-                        {
-                            "Function Name": "sqr_n_mul_mont_384$1",
-                            "Structural Impact": 16.6,
-                            "Lines of Code (LOC)": 92,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 2480,
-                            "End Line": 2571
-                        },
-                        {
-                            "Function Name": "sqr_n_mul_mont_383$1",
-                            "Structural Impact": 16.4,
-                            "Lines of Code (LOC)": 88,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 8,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 2577,
-                            "End Line": 2664
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mont_384x$1",
-                            "Structural Impact": 14.6,
-                            "Lines of Code (LOC)": 134,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 1775,
-                            "End Line": 1908
-                        },
-                        {
-                            "Function Name": "__mulx_384",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 185,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 862,
-                            "End Line": 1046
-                        },
-                        {
-                            "Function Name": "__mulx_by_1_mont_384",
-                            "Structural Impact": 11.9,
-                            "Lines of Code (LOC)": 199,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1422,
-                            "End Line": 1620
-                        },
-                        {
-                            "Function Name": "__sqrx_384",
-                            "Structural Impact": 10.3,
-                            "Lines of Code (LOC)": 153,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1108,
-                            "End Line": 1260
-                        },
-                        {
-                            "Function Name": "from_mont_384$1",
-                            "Structural Impact": 9.6,
-                            "Lines of Code (LOC)": 87,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.0%",
-                            "Start Line": 1335,
-                            "End Line": 1421
-                        },
-                        {
-                            "Function Name": "sgn0_pty_mont_384$1",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "10.0%",
-                            "Start Line": 1685,
-                            "End Line": 1769
-                        },
-                        {
-                            "Function Name": "sqr_mont_384$1",
-                            "Structural Impact": 9.0,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "6.2%",
-                            "Start Line": 2401,
-                            "End Line": 2474
-                        },
-                        {
-                            "Function Name": "mul_mont_384$1",
-                            "Structural Impact": 8.8,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "5.9%",
-                            "Start Line": 1914,
-                            "End Line": 1983
-                        },
-                        {
-                            "Function Name": "redc_mont_384$1",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 64,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 1266,
-                            "End Line": 1329
-                        },
-                        {
-                            "Function Name": "__subx_mod_384x384",
-                            "Structural Impact": 6.5,
-                            "Lines of Code (LOC)": 77,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 11,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "sqr_384$1",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 1052,
-                            "End Line": 1107
-                        },
-                        {
-                            "Function Name": "__addx_mod_384",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 63,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 88,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "mul_384$1",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 56,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 806,
-                            "End Line": 861
-                        },
-                        {
-                            "Function Name": "__redx_tail_mont_384",
-                            "Structural Impact": 5.6,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1621,
-                            "End Line": 1679
-                        },
-                        {
-                            "Function Name": "__subx_mod_384_a_is_loaded",
-                            "Structural Impact": 5.1,
-                            "Lines of Code (LOC)": 50,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 165,
-                            "End Line": 214
-                        },
-                        {
-                            "Function Name": "__subx_mod_384",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 76.0,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 35,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 151,
-                            "End Line": 163
-                        },
-                        {
-                            "Function Name": "mulx_mont_384x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 215,
-                            "End Line": 217
-                        },
-                        {
-                            "Function Name": "sqrx_mont_384x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 353,
-                            "End Line": 355
-                        },
-                        {
-                            "Function Name": "mulx_382x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 500,
-                            "End Line": 502
-                        },
-                        {
-                            "Function Name": "sqrx_382x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 655
-                        },
-                        {
-                            "Function Name": "mulx_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 801,
-                            "End Line": 803
-                        },
-                        {
-                            "Function Name": "sqrx_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1047,
-                            "End Line": 1049
-                        },
-                        {
-                            "Function Name": "redcx_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1261,
-                            "End Line": 1263
-                        },
-                        {
-                            "Function Name": "fromx_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1330,
-                            "End Line": 1332
-                        },
-                        {
-                            "Function Name": "sgn0x_pty_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1680,
-                            "End Line": 1682
-                        },
-                        {
-                            "Function Name": "sgn0x_pty_mont_384x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1770,
-                            "End Line": 1772
-                        },
-                        {
-                            "Function Name": "mulx_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1909,
-                            "End Line": 1911
+                            "Control Flow Ratio": "92.1%",
+                            "Start Line": 44,
+                            "End Line": 123
                         },
                         {
-                            "Function Name": "sqrx_mont_384",
-                            "Structural Impact": 1.1,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2396,
-                            "End Line": 2398
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 30,
+                            "End Line": 32
                         },
                         {
-                            "Function Name": "sqrx_n_mul_mont_384",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2475,
-                            "End Line": 2477
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 39,
+                            "End Line": 42
                         },
                         {
-                            "Function Name": "sqrx_n_mul_mont_383",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 33,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2572,
-                            "End Line": 2574
+                            "Start Line": 1,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "sqrx_mont_382x",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "usage",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3038,
-                            "End Line": 3040
+                            "Start Line": 25,
+                            "End Line": 28
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 43,
-                        "Sequential Logic Declarations": 551,
-                        "Function Parameters": 1610,
-                        "Function/Method Declarations": 40,
+                        "Control Flow Branches": 45,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 24,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 15,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 7,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 51,
+                        "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 47,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
@@ -546599,9 +546223,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Metaprogramming & Reflection": 21,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -546613,19 +546237,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 24,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 24,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2073,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 7,
+                        "Structural Space Indentations": 34,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -546642,15 +546266,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 17,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 14,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 3,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -546660,7 +546284,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -546681,22 +546305,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "assembly/blst_generated_asm/sha256-portable-x86_64.s": {
+                "shell/darwin-xnu/makesyscalls.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "sha256-portable-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/sha256-portable-x86_64.s",
-                        "Language": "Assembly",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Filename": "makesyscalls.sh",
+                        "Path": "shell/darwin-xnu/makesyscalls.sh",
+                        "Language": "Shell",
+                        "Architect": "(c) 2004-2008 Apple Inc. All rights reserved",
+                        "Indentation Style": "Mixed (3.0% Spaces / 97.0% Tabs)",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4822.3,
-                        "Y": 93.56,
-                        "Z": -6397.21
+                        "X": 1000.59,
+                        "Y": 203.57,
+                        "Z": -6727.38
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -546705,101 +546329,171 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1794,
-                        "Coding LOC": 1431,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 151.12,
-                        "Control Flow Ratio": "1.8%",
+                        "Total LOC": 827,
+                        "Coding LOC": 731,
+                        "Documentation LOC": 27,
+                        "Structural Magnitude": 557.22,
+                        "Control Flow Ratio": "90.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.016
+                        "Raw Cognitive Density": 0.568
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.04%",
-                        "Error & Exception Exposure": "53.25%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "32.54%",
+                        "Error & Exception Exposure": "91.21%",
+                        "Tech Debt Exposure": "10.05%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.3%",
-                        "Concurrency Exposure": "20.1%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "18.33%",
+                        "State Flux Exposure": "92.77%",
+                        "Commented Logic Exposure": "7.14%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.28%",
+                        "Documentation Exposure": "16.1%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "blst_sha256_block_data_order",
-                            "Structural Impact": 100.2,
-                            "Lines of Code (LOC)": 1686,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 379.8,
+                            "Lines of Code (LOC)": 755,
+                            "Control Flow Branches": 170,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "90.4%",
+                            "Start Line": 1,
+                            "End Line": 826
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 14.4,
+                            "Lines of Code (LOC)": 34,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 83,
+                            "End Line": 116
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 819,
+                            "End Line": 825
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 8.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 5,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "1.6%",
-                            "Start Line": 7,
-                            "End Line": 1692
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 118,
+                            "End Line": 120
                         },
                         {
-                            "Function Name": "blst_sha256_bcopy",
-                            "Structural Impact": 5.8,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1733,
-                            "End Line": 1759
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 792,
+                            "End Line": 795
                         },
                         {
-                            "Function Name": "blst_sha256_emit",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1693,
-                            "End Line": 1732
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 797,
+                            "End Line": 799
                         },
                         {
-                            "Function Name": "blst_sha256_hcopy",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1760,
-                            "End Line": 1792
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 801,
+                            "End Line": 803
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 805,
+                            "End Line": 807
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 809,
+                            "End Line": 811
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 813,
+                            "End Line": 817
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 73,
+                            "End Line": 78
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 321,
-                        "Function Parameters": 637,
+                        "Control Flow Branches": 227,
+                        "Sequential Logic Declarations": 25,
+                        "Function Parameters": 20,
                         "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 4,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 99,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 331,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 85,
+                        "Commented-out Code (Dead Logic)": 4,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 4,
+                        "Asynchronous/Concurrent Execution": 1,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -546811,26 +546505,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 188,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 10,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1351,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 616,
+                        "Structural Space Indentations": 19,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -546840,15 +546534,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 160,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 155,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -546858,7 +546552,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -546872,29 +546566,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$1"
+                    ]
                 },
-                "assembly/blst_generated_asm/sha256-x86_64.s": {
+                "shell/darwin-xnu/persona_test_run_src.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "sha256-x86_64.s",
-                        "Path": "assembly/blst_generated_asm/sha256-x86_64.s",
-                        "Language": "Assembly",
+                        "Filename": "persona_test_run_src.sh",
+                        "Path": "shell/darwin-xnu/persona_test_run_src.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "assembly",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .s)"
+                        "Folder Dominant Lang": "shell",
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4191.22,
-                        "Y": 86.28,
-                        "Z": -7180.68
+                        "X": 1350.77,
+                        "Y": 210.13,
+                        "Z": -6903.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -546903,142 +546599,272 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1519,
-                        "Coding LOC": 1446,
-                        "Documentation LOC": 31,
-                        "Structural Magnitude": 162.62,
-                        "Control Flow Ratio": "3.6%",
+                        "Total LOC": 576,
+                        "Coding LOC": 387,
+                        "Documentation LOC": 115,
+                        "Structural Magnitude": 904.84,
+                        "Control Flow Ratio": "77.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.032
+                        "Raw Cognitive Density": 2.464
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.35%",
-                        "Error & Exception Exposure": "53.83%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "99.89%",
+                        "Error & Exception Exposure": "99.99%",
+                        "Tech Debt Exposure": "19.25%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "4.89%",
-                        "Concurrency Exposure": "26.86%",
-                        "State Flux Exposure": "0.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.33%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "blst_sha256_block_data_order",
-                            "Structural Impact": 80.3,
-                            "Lines of Code (LOC)": 1141,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 14,
-                            "Control Flow Ratio": "2.9%",
-                            "Start Line": 269,
-                            "End Line": 1409
+                            "Function Name": "create_persona",
+                            "Structural Impact": 210.4,
+                            "Lines of Code (LOC)": 80,
+                            "Control Flow Branches": 77,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "88.5%",
+                            "Start Line": 347,
+                            "End Line": 426
                         },
                         {
-                            "Function Name": "blst_sha256_block_data_order_shaext",
-                            "Structural Impact": 22.6,
-                            "Lines of Code (LOC)": 236,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 12,
-                            "Control Flow Ratio": "8.0%",
-                            "Start Line": 33,
-                            "End Line": 268
+                            "Function Name": "validate_child_info",
+                            "Structural Impact": 110.9,
+                            "Lines of Code (LOC)": 48,
+                            "Control Flow Branches": 40,
+                            "Input Parameters": 6,
+                            "Control Flow Ratio": "72.7%",
+                            "Start Line": 217,
+                            "End Line": 264
                         },
                         {
-                            "Function Name": "blst_sha256_bcopy",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1453,
-                            "End Line": 1482
+                            "Function Name": "get_persona_info",
+                            "Structural Impact": 103.5,
+                            "Lines of Code (LOC)": 70,
+                            "Control Flow Branches": 49,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "67.1%",
+                            "Start Line": 140,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "blst_sha256_emit",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 43,
-                            "Control Flow Branches": 0,
+                            "Function Name": "spawn_child",
+                            "Structural Impact": 103.2,
+                            "Lines of Code (LOC)": 55,
+                            "Control Flow Branches": 40,
                             "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1410,
-                            "End Line": 1452
+                            "Control Flow Ratio": "81.6%",
+                            "Start Line": 273,
+                            "End Line": 327
                         },
                         {
-                            "Function Name": "blst_sha256_hcopy",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 35,
+                            "Function Name": "test_num",
+                            "Structural Impact": 36.9,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 17,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "81.0%",
+                            "Start Line": 109,
+                            "End Line": 125
+                        },
+                        {
+                            "Function Name": "check_return",
+                            "Structural Impact": 19.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 69,
+                            "End Line": 82
+                        },
+                        {
+                            "Function Name": "expect_failure",
+                            "Structural Impact": 19.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 90,
+                            "End Line": 103
+                        },
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 17.5,
+                            "Lines of Code (LOC)": 221,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 1,
+                            "End Line": 575
+                        },
+                        {
+                            "Function Name": "destroy_persona",
+                            "Structural Impact": 10.9,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 432,
+                            "End Line": 442
+                        },
+                        {
+                            "Function Name": "bail",
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 54,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 27,
+                            "End Line": 30
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "88.9%",
+                            "Start Line": 31,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "check_for_persona_support",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 36,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 22,
+                            "End Line": 25
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 516,
+                            "End Line": 518
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 535,
+                            "End Line": 537
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 543,
+                            "End Line": 545
+                        },
+                        {
+                            "Function Name": "get_created_id",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 5,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1483,
-                            "End Line": 1517
+                            "Start Line": 334,
+                            "End Line": 339
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 212,
-                        "Function Parameters": 995,
-                        "Function/Method Declarations": 5,
+                        "Control Flow Branches": 305,
+                        "Sequential Logic Declarations": 88,
+                        "Function Parameters": 32,
+                        "Function/Method Declarations": 11,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 5,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Defensive Programming Constructs": 31,
+                        "Type/Safety Bypasses": 225,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 61,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 201,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 11,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 5,
+                        "Metaprogramming & Reflection": 93,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 1,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 1,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 16,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 47,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 1259,
+                        "Structural Tab Indentations": 267,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 10,
+                        "Regex Execution": 20,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547048,15 +546874,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 106,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 62,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 18,
+                        "Design Short Vars": 9,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -547066,7 +546892,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -547086,47 +546912,23 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "shell/darwin-xnu": {
-            "Directory Group Magnitude": 2469.34,
-            "File Count": 17,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "66.23%",
-                "Error & Exception Exposure": "92.36%",
-                "Tech Debt Exposure": "73.68%",
-                "Testing Exposure": "34.33%",
-                "API Exposure": "0.05%",
-                "Concurrency Exposure": "1.08%",
-                "State Flux Exposure": "96.46%",
-                "Commented Logic Exposure": "3.94%",
-                "Specification Exposure": "91.76%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "36.36%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "shell/darwin-xnu/MPMMtest_run.sh": {
+                },
+                "shell/darwin-xnu/setup.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "MPMMtest_run.sh",
-                        "Path": "shell/darwin-xnu/MPMMtest_run.sh",
+                        "Filename": "setup.sh",
+                        "Path": "shell/darwin-xnu/setup.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1159.5,
-                        "Y": 225.95,
-                        "Z": -6393.35
+                        "X": 1952.48,
+                        "Y": 177.61,
+                        "Z": -6262.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547135,119 +546937,69 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 65,
-                        "Coding LOC": 46,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 87.82,
-                        "Control Flow Ratio": "88.7%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 7,
+                        "Coding LOC": 4,
+                        "Documentation LOC": 0,
+                        "Structural Magnitude": 2.38,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.804
+                        "Raw Cognitive Density": 2.5
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.55%",
-                        "Error & Exception Exposure": "99.96%",
-                        "Tech Debt Exposure": "91.62%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "93.25%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "0.67%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.96%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "26.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "33.97%",
+                        "Documentation Exposure": "23.93%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 21,
-                            "End Line": 33
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 18.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "94.4%",
-                            "Start Line": 41,
-                            "End Line": 53
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 35,
-                            "End Line": 39
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 12,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "92.3%",
-                            "Start Line": 55,
-                            "End Line": 59
-                        },
-                        {
-                            "Function Name": "is_64_bit_env",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 10,
-                            "End Line": 16
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 21,
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 64
+                            "End Line": 6
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 63,
-                        "Sequential Logic Declarations": 8,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 6,
                         "Function Parameters": 0,
-                        "Function/Method Declarations": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 30,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
+                        "I/O and Network Boundaries": 8,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
+                        "State Mutations / Variable Reassignments": 1,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
+                        "Metaprogramming & Reflection": 4,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -547261,26 +547013,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 14,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 5,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 21,
+                        "Structural Tab Indentations": 0,
                         "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547290,12 +547042,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 1,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 7,
-                        "Design Short Vars": 4,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -547323,28 +547075,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/generate_combined_symbolsets_plist.sh": {
+                "shell/darwin-xnu/validate_blacklist.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_combined_symbolsets_plist.sh",
-                        "Path": "shell/darwin-xnu/generate_combined_symbolsets_plist.sh",
+                        "Filename": "validate_blacklist.sh",
+                        "Path": "shell/darwin-xnu/validate_blacklist.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (10.5% Spaces / 89.5% Tabs)",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 2028.81,
-                        "Y": 207.83,
-                        "Z": -7210.43
+                        "X": 742.1,
+                        "Y": 294.77,
+                        "Z": -7442.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547353,77 +547105,67 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 49,
-                        "Coding LOC": 41,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 19.32,
-                        "Control Flow Ratio": "80.0%",
+                        "Total LOC": 29,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 24.18,
+                        "Control Flow Ratio": "88.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.585
+                        "Raw Cognitive Density": 1.697
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "34.11%",
-                        "Error & Exception Exposure": "76.23%",
-                        "Tech Debt Exposure": "95.2%",
-                        "Testing Exposure": "2.56%",
+                        "Cognitive Load Exposure": "97.79%",
+                        "Error & Exception Exposure": "98.62%",
+                        "Tech Debt Exposure": "99.99%",
+                        "Testing Exposure": "2.76%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "69.57%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "41.08%",
+                        "Documentation Exposure": "61.36%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 22,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 21,
+                            "End Line": 26
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 30,
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 22,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 48
+                            "End Line": 28
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 3,
+                        "Sequential Logic Declarations": 1,
+                        "Function Parameters": 1,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 46,
+                        "I/O and Network Boundaries": 1,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
+                        "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -547434,7 +547176,7 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
@@ -547449,19 +547191,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 17,
-                        "Structural Space Indentations": 2,
+                        "Structural Tab Indentations": 11,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -547478,9 +547220,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 3,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
                         "Design Short Vars": 0,
@@ -547496,7 +547238,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -547517,22 +547259,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/generate_linker_aliases.sh": {
+                "shell/darwin-xnu/vnode_if.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_linker_aliases.sh",
-                        "Path": "shell/darwin-xnu/generate_linker_aliases.sh",
-                        "Language": "Shell",
+                        "Filename": "vnode_if.sh",
+                        "Path": "shell/darwin-xnu/vnode_if.sh",
+                        "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Tabs",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1195.59,
-                        "Y": 264.26,
-                        "Z": -7672.82
+                        "X": 1566.78,
+                        "Y": 200.61,
+                        "Z": -6733.61
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547541,33 +547283,53 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 16,
-                        "Coding LOC": 10,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 11.7,
-                        "Control Flow Ratio": "55.6%",
+                        "Total LOC": 386,
+                        "Coding LOC": 309,
+                        "Documentation LOC": 48,
+                        "Structural Magnitude": 152.48,
+                        "Control Flow Ratio": "66.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.3
+                        "Raw Cognitive Density": 0.621
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "94.37%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.97%",
+                        "Cognitive Load Exposure": "36.69%",
+                        "Error & Exception Exposure": "84.72%",
+                        "Tech Debt Exposure": "68.5%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.66%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "66.67%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.76%",
+                        "Documentation Exposure": "19.18%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 72.4,
+                            "Lines of Code (LOC)": 368,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "63.4%",
+                            "Start Line": 1,
+                            "End Line": 385
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.7,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 87,
+                            "End Line": 99
+                        },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 6.2,
@@ -547575,35 +547337,25 @@
                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 15
+                            "Start Line": 66,
+                            "End Line": 69
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 37,
+                        "Sequential Logic Declarations": 19,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 10,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 19,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
+                        "I/O and Network Boundaries": 43,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
+                        "State Mutations / Variable Reassignments": 60,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 1,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -547612,12 +547364,12 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 6,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -547627,26 +547379,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 55,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Tab Indentations": 157,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 11,
+                        "Regex Execution": 11,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547656,9 +547408,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 27,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 26,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
                         "Design Short Vars": 0,
@@ -547688,29 +547440,33 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "and",
+                        "code",
+                        "file."
+                    ]
                 },
-                "shell/darwin-xnu/generate_linker_exports.sh": {
+                "shell/darwin-xnu/xcrun_cache.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_linker_exports.sh",
-                        "Path": "shell/darwin-xnu/generate_linker_exports.sh",
+                        "Filename": "xcrun_cache.sh",
+                        "Path": "shell/darwin-xnu/xcrun_cache.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
+                        "Indentation Style": "Mixed (18.3% Spaces / 81.7% Tabs)",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 882.31,
-                        "Y": 256.41,
-                        "Z": -6412.95
+                        "X": 1356.16,
+                        "Y": 252.59,
+                        "Z": -7436.76
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -547719,67 +547475,107 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 19,
-                        "Coding LOC": 10,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 11.8,
-                        "Control Flow Ratio": "55.6%",
+                        "Total LOC": 277,
+                        "Coding LOC": 225,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 270.6,
+                        "Control Flow Ratio": "75.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.3
+                        "Raw Cognitive Density": 3.983
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "92.96%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.98%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "86.94%",
+                        "Tech Debt Exposure": "18.24%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "23.15%",
-                        "Specification Exposure": "66.67%",
+                        "Commented Logic Exposure": "6.45%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "51.25%",
+                        "Documentation Exposure": "25.45%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 89.4,
+                            "Lines of Code (LOC)": 148,
+                            "Control Flow Branches": 81,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
+                            "Control Flow Ratio": "71.1%",
+                            "Start Line": 85,
+                            "End Line": 232
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 16.1,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 14,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 254,
+                            "End Line": 276
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 13.6,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 26,
+                            "End Line": 71
+                        },
+                        {
+                            "Function Name": "CreateFile",
+                            "Structural Impact": 12.7,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 73,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 238,
+                            "End Line": 252
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 14,
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 33,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 18
+                            "End Line": 276
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 5,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 116,
+                        "Sequential Logic Declarations": 38,
+                        "Function Parameters": 13,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 28,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 6,
+                        "I/O and Network Boundaries": 28,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 3,
+                        "State Mutations / Variable Reassignments": 123,
                         "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -547790,8 +547586,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 122,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -547805,26 +547601,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 11,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 10,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 13,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 10,
+                        "Private / Encapsulated Scopes": 13,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Tab Indentations": 103,
+                        "Structural Space Indentations": 23,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -547834,11 +547630,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 47,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 45,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -547872,112 +547668,96 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                },
-                "shell/darwin-xnu/generate_symbolset_plist.sh": {
+                }
+            }
+        },
+        "shell/curl": {
+            "Directory Group Magnitude": 2458.48,
+            "File Count": 20,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "95.0%",
+                "Static: Literature & Documentation": "5.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "60.32%",
+                "Error & Exception Exposure": "56.64%",
+                "Tech Debt Exposure": "77.66%",
+                "Testing Exposure": "17.76%",
+                "API Exposure": "1.64%",
+                "Concurrency Exposure": "3.28%",
+                "State Flux Exposure": "55.0%",
+                "Commented Logic Exposure": "0.77%",
+                "Specification Exposure": "85.67%",
+                "Instability Exposure": "47.5%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "34.6%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "shell/curl/COPYING": {
                     "1. Artifact Identity": {
-                        "Filename": "generate_symbolset_plist.sh",
-                        "Path": "shell/darwin-xnu/generate_symbolset_plist.sh",
-                        "Language": "Shell",
+                        "Filename": "COPYING",
+                        "Path": "shell/curl/COPYING",
+                        "Language": "Plaintext",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (15.4% Spaces / 84.6% Tabs)",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (COPYING)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1881.57,
-                        "Y": 219.35,
-                        "Z": -6626.11
+                        "X": 5721.33,
+                        "Y": 260.75,
+                        "Z": -716.06
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
+                        "Repository Archetype": "Static: Literature & Documentation",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "N/A",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 65,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 30.7,
-                        "Control Flow Ratio": "62.5%",
+                        "Total LOC": 23,
+                        "Coding LOC": 0,
+                        "Documentation LOC": 17,
+                        "Structural Magnitude": 1.0,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.646
+                        "Raw Cognitive Density": 0.0
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "39.76%",
-                        "Error & Exception Exposure": "89.06%",
-                        "Tech Debt Exposure": "72.34%",
-                        "Testing Exposure": "2.54%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "83.09%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "30.5%",
-                        "Hardcoded Payload Artifacts": "0.0%"
+                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
+                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
+                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
+                        "Testing Exposure": "[UNSCANNED - NO DATA]",
+                        "API Exposure": "[UNSCANNED - NO DATA]",
+                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
+                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
+                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
+                        "Specification Exposure": "[UNSCANNED - NO DATA]",
+                        "Instability Exposure": "[UNSCANNED - NO DATA]",
+                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
+                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
+                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
                     },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 5,
-                            "End Line": 8
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 12,
-                            "End Line": 15
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 18,
-                            "End Line": 21
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 74
-                        }
-                    ],
+                    "5. Function Analysis": [],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 12,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 0,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 4,
-                        "Type/Safety Bypasses": 10,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 79,
+                        "I/O and Network Boundaries": 0,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 6,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -547988,8 +547768,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
@@ -548003,26 +547783,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 24,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 33,
-                        "Structural Space Indentations": 6,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548032,15 +547812,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -548050,7 +547830,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -548071,22 +547851,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/ios_trace_ipc.sh": {
+                "shell/curl/appveyor.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "ios_trace_ipc.sh",
-                        "Path": "shell/darwin-xnu/ios_trace_ipc.sh",
+                        "Filename": "appveyor.sh",
+                        "Path": "shell/curl/appveyor.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1602.26,
-                        "Y": 249.49,
-                        "Z": -7446.05
+                        "X": 5798.32,
+                        "Y": 222.83,
+                        "Z": -2030.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548095,33 +547875,63 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 25,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 25.28,
-                        "Control Flow Ratio": "85.7%",
+                        "Total LOC": 132,
+                        "Coding LOC": 82,
+                        "Documentation LOC": 33,
+                        "Structural Magnitude": 152.34,
+                        "Control Flow Ratio": "88.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.697
+                        "Raw Cognitive Density": 3.921
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "94.59%",
-                        "Tech Debt Exposure": "99.99%",
-                        "Testing Exposure": "2.68%",
+                        "Cognitive Load Exposure": "85.37%",
+                        "Error & Exception Exposure": "78.78%",
+                        "Tech Debt Exposure": "56.07%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
+                        "Concurrency Exposure": "65.54%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.36%",
+                        "Documentation Exposure": "14.1%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 73.7,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 69,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "90.8%",
+                            "Start Line": 31,
+                            "End Line": 103
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 116,
+                            "End Line": 118
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 122,
+                            "End Line": 124
+                        },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 7.2,
@@ -548129,79 +547939,89 @@
                             "Control Flow Branches": 6,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 16,
-                            "End Line": 20
+                            "Start Line": 108,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 129,
+                            "End Line": 131
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.7,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 44,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
                             "Start Line": 1,
-                            "End Line": 24
+                            "End Line": 131
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 2,
+                        "Control Flow Branches": 99,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 37,
+                        "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
+                        "I/O and Network Boundaries": 42,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
+                        "State Mutations / Variable Reassignments": 36,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 3,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 8,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 9,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Metaprogramming & Reflection": 41,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 7,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 3,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 65,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 13,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 4,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -548210,12 +548030,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 14,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 12,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -548228,13 +548048,13 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -548242,29 +548062,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "\\("
+                    ]
                 },
-                "shell/darwin-xnu/iosspeedtracer.sh": {
+                "shell/curl/cmakelint.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "iosspeedtracer.sh",
-                        "Path": "shell/darwin-xnu/iosspeedtracer.sh",
+                        "Filename": "cmakelint.sh",
+                        "Path": "shell/curl/cmakelint.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (75.0% Spaces / 25.0% Tabs)",
+                        "Architect": "(C) Dan Fandrich, , Viktor Szakats, et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1526.71,
-                        "Y": 168.24,
-                        "Z": -6165.4
+                        "X": 6017.48,
+                        "Y": 274.22,
+                        "Z": -984.74
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548273,81 +548095,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 21,
-                        "Coding LOC": 16,
-                        "Documentation LOC": 1,
-                        "Structural Magnitude": 24.32,
-                        "Control Flow Ratio": "91.7%",
+                        "Total LOC": 80,
+                        "Coding LOC": 37,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 22.64,
+                        "Control Flow Ratio": "42.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.125
+                        "Raw Cognitive Density": 0.568
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.99%",
-                        "Error & Exception Exposure": "99.59%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.98%",
+                        "Cognitive Load Exposure": "32.53%",
+                        "Error & Exception Exposure": "65.64%",
+                        "Tech Debt Exposure": "97.29%",
+                        "Testing Exposure": "2.71%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "67.32%",
+                        "Documentation Exposure": "17.03%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 12.6,
-                            "Lines of Code (LOC)": 11,
+                            "Structural Impact": 17.4,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 10,
-                            "End Line": 20
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "73.3%",
+                            "Start Line": 46,
+                            "End Line": 54
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 9,
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 70,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 20
+                            "End Line": 79
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 0,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 2,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 8,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 9,
+                        "I/O and Network Boundaries": 15,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 10,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 5,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -548359,26 +548181,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 2,
-                        "Structural Space Indentations": 6,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 32,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548388,12 +548210,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 4,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -548406,13 +548228,13 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
+                        "Sec Entropy": 1,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -548420,29 +548242,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "-type",
+                        "code."
+                    ]
                 },
-                "shell/darwin-xnu/list_supported.sh": {
+                "shell/curl/cmp-pkg-config.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "list_supported.sh",
-                        "Path": "shell/darwin-xnu/list_supported.sh",
+                        "Filename": "cmp-pkg-config.sh",
+                        "Path": "shell/curl/cmp-pkg-config.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2008 Apple Inc. All rights reserved",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1057.59,
-                        "Y": 287.14,
-                        "Z": -7506.33
+                        "X": 6268.68,
+                        "Y": 249.75,
+                        "Z": -1802.54
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548451,22 +548276,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 57,
-                        "Coding LOC": 27,
-                        "Documentation LOC": 23,
-                        "Structural Magnitude": 32.34,
-                        "Control Flow Ratio": "68.2%",
+                        "Total LOC": 50,
+                        "Coding LOC": 35,
+                        "Documentation LOC": 10,
+                        "Structural Magnitude": 85.7,
+                        "Control Flow Ratio": "65.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 5.13
+                        "Raw Cognitive Density": 4.393
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "94.14%",
-                        "Tech Debt Exposure": "99.71%",
-                        "Testing Exposure": "2.92%",
+                        "Error & Exception Exposure": "79.55%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "3.24%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -548474,54 +548299,44 @@
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.8%",
+                        "Documentation Exposure": "35.52%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 10.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 45,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 36,
-                            "End Line": 42
+                            "Function Name": "sort_lists",
+                            "Structural Impact": 45.5,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 30,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "68.2%",
+                            "Start Line": 9,
+                            "End Line": 41
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 37,
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 56
+                            "End Line": 49
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 15,
-                        "Sequential Logic Declarations": 7,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 16,
                         "Function Parameters": 3,
-                        "Function/Method Declarations": 0,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 19,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
+                        "I/O and Network Boundaries": 19,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 10,
+                        "State Mutations / Variable Reassignments": 37,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -548533,11 +548348,11 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 20,
+                        "Metaprogramming & Reflection": 21,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -548549,24 +548364,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 7,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 12,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 26,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 4,
-                        "Regex Execution": 4,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 5,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548576,12 +548391,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
+                        "Core Var Decl": 14,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
+                        "Design Snake Case": 13,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
-                        "Design Short Vars": 1,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -548594,7 +548409,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 5,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -548615,22 +548430,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/mach_install_mig.sh": {
+                "shell/curl/codespell.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "mach_install_mig.sh",
-                        "Path": "shell/darwin-xnu/mach_install_mig.sh",
+                        "Filename": "codespell.sh",
+                        "Path": "shell/curl/codespell.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
-                        "Indentation Style": "Mixed (10.0% Spaces / 90.0% Tabs)",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1771.1,
-                        "Y": 272.25,
-                        "Z": -7277.06
+                        "X": 6409.91,
+                        "Y": 329.91,
+                        "Z": -1224.35
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548639,147 +548454,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 183,
-                        "Coding LOC": 118,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 140.66,
-                        "Control Flow Ratio": "74.1%",
+                        "Total LOC": 23,
+                        "Coding LOC": 16,
+                        "Documentation LOC": 3,
+                        "Structural Magnitude": 2.42,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.513
+                        "Raw Cognitive Density": 0.625
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "95.48%",
-                        "Error & Exception Exposure": "100.0%",
-                        "Tech Debt Exposure": "35.59%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.89%",
+                        "Cognitive Load Exposure": "37.75%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.47%",
+                        "Documentation Exposure": "62.94%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 10.7,
-                            "Lines of Code (LOC)": 134,
-                            "Control Flow Branches": 3,
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "21.4%",
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 183
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 164,
-                            "End Line": 170
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 152,
-                            "End Line": 160
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 65,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "80.0%",
-                            "Start Line": 91,
-                            "End Line": 96
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 128,
-                            "End Line": 130
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 134,
-                            "End Line": 136
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 140,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 179,
-                            "End Line": 182
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 52,
-                            "End Line": 62
+                            "End Line": 22
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 40,
-                        "Sequential Logic Declarations": 14,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 81,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 7,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 78,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -548790,8 +548515,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 9,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -548805,26 +548530,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 7,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 54,
-                        "Structural Space Indentations": 6,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 11,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -548834,11 +548559,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 32,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 32,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -548873,12 +548598,12 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/make_posix_availability.sh": {
+                "shell/curl/contributors.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "make_posix_availability.sh",
-                        "Path": "shell/darwin-xnu/make_posix_availability.sh",
+                        "Filename": "contributors.sh",
+                        "Path": "shell/curl/contributors.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
+                        "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -548886,9 +548611,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 715.84,
-                        "Y": 233.98,
-                        "Z": -6512.34
+                        "X": 6336.13,
+                        "Y": 283.58,
+                        "Z": -1451.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -548897,88 +548622,88 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 83,
-                        "Coding LOC": 48,
-                        "Documentation LOC": 25,
-                        "Structural Magnitude": 27.96,
-                        "Control Flow Ratio": "86.7%",
+                        "Total LOC": 101,
+                        "Coding LOC": 53,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 41.66,
+                        "Control Flow Ratio": "40.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.042
+                        "Raw Cognitive Density": 1.679
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.25%",
-                        "Error & Exception Exposure": "77.86%",
-                        "Tech Debt Exposure": "89.91%",
-                        "Testing Exposure": "2.62%",
+                        "Cognitive Load Exposure": "97.63%",
+                        "Error & Exception Exposure": "91.33%",
+                        "Tech Debt Exposure": "85.14%",
+                        "Testing Exposure": "2.61%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "94.78%",
-                        "Commented Logic Exposure": "12.83%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.39%",
+                        "Documentation Exposure": "15.42%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 11.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 38,
-                            "End Line": 81
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 1,
+                            "End Line": 100
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 30,
-                            "End Line": 32
+                            "Control Flow Ratio": "26.3%",
+                            "Start Line": 58,
+                            "End Line": 78
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 31,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 82
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 36,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "usage",
-                            "Structural Impact": 1.2,
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 28
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 40,
+                            "End Line": 43
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 13,
-                        "Sequential Logic Declarations": 2,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
+                        "Sequential Logic Declarations": 19,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 5,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
+                        "I/O and Network Boundaries": 28,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 6,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 18,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -548988,8 +548713,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 7,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -549003,7 +548728,7 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
@@ -549012,17 +548737,17 @@
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 9,
+                        "Structural Space Indentations": 35,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 8,
+                        "Regex Execution": 11,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -549032,12 +548757,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 7,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -549050,7 +548775,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -549071,22 +548796,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/make_symbol_aliasing.sh": {
+                "shell/curl/contrithanks.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "make_symbol_aliasing.sh",
-                        "Path": "shell/darwin-xnu/make_symbol_aliasing.sh",
+                        "Filename": "contrithanks.sh",
+                        "Path": "shell/curl/contrithanks.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2010 Apple Inc. All rights reserved",
-                        "Indentation Style": "Mixed (82.9% Spaces / 17.1% Tabs)",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 854.89,
-                        "Y": 245.54,
-                        "Z": -6914.81
+                        "X": 5495.11,
+                        "Y": 201.75,
+                        "Z": -2016.71
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -549095,98 +548820,108 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 125,
-                        "Coding LOC": 87,
-                        "Documentation LOC": 26,
-                        "Structural Magnitude": 145.74,
-                        "Control Flow Ratio": "88.2%",
+                        "Total LOC": 106,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 56.68,
+                        "Control Flow Ratio": "46.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.514
+                        "Raw Cognitive Density": 1.861
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.91%",
-                        "Error & Exception Exposure": "96.71%",
-                        "Tech Debt Exposure": "52.15%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "98.84%",
+                        "Error & Exception Exposure": "96.21%",
+                        "Tech Debt Exposure": "84.11%",
+                        "Testing Exposure": "2.73%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "17.36%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "54.29%",
+                        "Documentation Exposure": "15.72%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 76.0,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 35,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "92.1%",
-                            "Start Line": 44,
-                            "End Line": 123
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "26.3%",
+                            "Start Line": 58,
+                            "End Line": 81
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
+                            "Structural Impact": 6.8,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 5,
                             "Input Parameters": 0,
+                            "Control Flow Ratio": "71.4%",
+                            "Start Line": 86,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 30,
-                            "End Line": 32
+                            "Start Line": 38,
+                            "End Line": 44
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 39,
-                            "End Line": 42
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 34,
+                            "End Line": 37
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 33,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 124
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 45,
+                            "End Line": 47
                         },
                         {
-                            "Function Name": "usage",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 50,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 25,
-                            "End Line": 28
+                            "Start Line": 1,
+                            "End Line": 105
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 45,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 7,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 8,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
+                        "I/O and Network Boundaries": 44,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 51,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "State Mutations / Variable Reassignments": 24,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -549197,7 +548932,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 21,
+                        "Metaprogramming & Reflection": 7,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -549211,26 +548946,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 24,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 7,
-                        "Structural Space Indentations": 34,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 27,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 3,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 8,
+                        "Regex Execution": 14,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -549240,11 +548975,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 17,
+                        "Core Var Decl": 8,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 14,
+                        "Design Snake Case": 6,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 3,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -549258,7 +548993,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -549279,22 +549014,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/makesyscalls.sh": {
+                "shell/curl/coverage.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "makesyscalls.sh",
-                        "Path": "shell/darwin-xnu/makesyscalls.sh",
+                        "Filename": "coverage.sh",
+                        "Path": "shell/curl/coverage.sh",
                         "Language": "Shell",
-                        "Architect": "(c) 2004-2008 Apple Inc. All rights reserved",
-                        "Indentation Style": "Mixed (3.0% Spaces / 97.0% Tabs)",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1000.59,
-                        "Y": 203.57,
-                        "Z": -6727.38
+                        "X": 5665.04,
+                        "Y": 186.55,
+                        "Z": -2401.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -549303,169 +549038,69 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 827,
-                        "Coding LOC": 731,
+                        "Total LOC": 42,
+                        "Coding LOC": 12,
                         "Documentation LOC": 27,
-                        "Structural Magnitude": 557.22,
-                        "Control Flow Ratio": "90.1%",
-                        "Popularity Rank": 0,
+                        "Structural Magnitude": 5.34,
+                        "Control Flow Ratio": "25.0%",
+                        "Popularity Rank": 2,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.568
+                        "Raw Cognitive Density": 0.5
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "32.54%",
-                        "Error & Exception Exposure": "91.21%",
-                        "Tech Debt Exposure": "10.05%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "18.33%",
-                        "State Flux Exposure": "92.77%",
-                        "Commented Logic Exposure": "7.14%",
-                        "Specification Exposure": "100.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.03%",
+                        "API Exposure": "3.69%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "80.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.1%",
+                        "Documentation Exposure": "51.85%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 379.8,
-                            "Lines of Code (LOC)": 755,
-                            "Control Flow Branches": 170,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "90.4%",
-                            "Start Line": 1,
-                            "End Line": 826
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 14.4,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 83,
-                            "End Line": 116
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 12.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 819,
-                            "End Line": 825
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 8.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 118,
-                            "End Line": 120
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 792,
-                            "End Line": 795
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 797,
-                            "End Line": 799
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 801,
-                            "End Line": 803
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 805,
-                            "End Line": 807
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 809,
-                            "End Line": 811
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 813,
-                            "End Line": 817
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 73,
-                            "End Line": 78
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 1,
+                            "End Line": 41
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 227,
-                        "Sequential Logic Declarations": 25,
-                        "Function Parameters": 20,
-                        "Function/Method Declarations": 4,
+                        "Control Flow Branches": 1,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 99,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 331,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 85,
-                        "Commented-out Code (Dead Logic)": 4,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 1,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -549479,26 +549114,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 188,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 10,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 10,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 616,
-                        "Structural Space Indentations": 19,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 2,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -549508,15 +549143,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 160,
+                        "Core Var Decl": 2,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 155,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 2,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -549526,7 +549161,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 3,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -549541,30 +549176,30 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 2,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$1"
+                        "-c"
                     ]
                 },
-                "shell/darwin-xnu/persona_test_run_src.sh": {
+                "shell/curl/distfiles.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "persona_test_run_src.sh",
-                        "Path": "shell/darwin-xnu/persona_test_run_src.sh",
+                        "Filename": "distfiles.sh",
+                        "Path": "shell/curl/distfiles.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1350.77,
-                        "Y": 210.13,
-                        "Z": -6903.89
+                        "X": 6054.49,
+                        "Y": 229.9,
+                        "Z": -2200.23
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -549573,395 +549208,67 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 576,
-                        "Coding LOC": 387,
-                        "Documentation LOC": 115,
-                        "Structural Magnitude": 904.84,
-                        "Control Flow Ratio": "77.6%",
+                        "Total LOC": 56,
+                        "Coding LOC": 40,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 24.5,
+                        "Control Flow Ratio": "21.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.464
+                        "Raw Cognitive Density": 1.775
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.89%",
-                        "Error & Exception Exposure": "99.99%",
-                        "Tech Debt Exposure": "19.25%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "98.37%",
+                        "Error & Exception Exposure": "65.25%",
+                        "Tech Debt Exposure": "95.79%",
+                        "Testing Exposure": "2.53%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "99.96%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "36.63%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "create_persona",
-                            "Structural Impact": 210.4,
-                            "Lines of Code (LOC)": 80,
-                            "Control Flow Branches": 77,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "88.5%",
-                            "Start Line": 347,
-                            "End Line": 426
-                        },
-                        {
-                            "Function Name": "validate_child_info",
-                            "Structural Impact": 110.9,
-                            "Lines of Code (LOC)": 48,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 6,
-                            "Control Flow Ratio": "72.7%",
-                            "Start Line": 217,
-                            "End Line": 264
-                        },
-                        {
-                            "Function Name": "get_persona_info",
-                            "Structural Impact": 103.5,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 49,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "67.1%",
-                            "Start Line": 140,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "spawn_child",
-                            "Structural Impact": 103.2,
-                            "Lines of Code (LOC)": 55,
-                            "Control Flow Branches": 40,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "81.6%",
-                            "Start Line": 273,
-                            "End Line": 327
-                        },
-                        {
-                            "Function Name": "test_num",
-                            "Structural Impact": 36.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 17,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "81.0%",
-                            "Start Line": 109,
-                            "End Line": 125
-                        },
-                        {
-                            "Function Name": "check_return",
-                            "Structural Impact": 19.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 69,
-                            "End Line": 82
-                        },
-                        {
-                            "Function Name": "expect_failure",
-                            "Structural Impact": 19.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 90,
-                            "End Line": 103
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 17.5,
-                            "Lines of Code (LOC)": 221,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 1,
-                            "End Line": 575
-                        },
-                        {
-                            "Function Name": "destroy_persona",
-                            "Structural Impact": 10.9,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 432,
-                            "End Line": 442
-                        },
-                        {
-                            "Function Name": "bail",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 9.5,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "62.5%",
-                            "Start Line": 54,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 27,
-                            "End Line": 30
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "88.9%",
-                            "Start Line": 31,
-                            "End Line": 34
-                        },
-                        {
-                            "Function Name": "check_for_persona_support",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 36,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 22,
-                            "End Line": 25
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 516,
-                            "End Line": 518
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 535,
-                            "End Line": 537
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 1,
+                            "End Line": 55
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 543,
-                            "End Line": 545
-                        },
-                        {
-                            "Function Name": "get_created_id",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 334,
-                            "End Line": 339
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 305,
-                        "Sequential Logic Declarations": 88,
-                        "Function Parameters": 32,
-                        "Function/Method Declarations": 11,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 31,
-                        "Type/Safety Bypasses": 225,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 61,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 201,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 5,
-                        "Metaprogramming & Reflection": 93,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 1,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 16,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 47,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 267,
-                        "Structural Space Indentations": 0,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 10,
-                        "Regex Execution": 20,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 106,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 62,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 18,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/darwin-xnu/setup.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "setup.sh",
-                        "Path": "shell/darwin-xnu/setup.sh",
-                        "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .sh)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 1952.48,
-                        "Y": 177.61,
-                        "Z": -6262.23
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 7,
-                        "Coding LOC": 4,
-                        "Documentation LOC": 0,
-                        "Structural Magnitude": 2.38,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.5
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "93.25%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "0.67%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.96%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "26.67%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "23.93%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 6
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 53,
+                            "End Line": 55
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 0,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 22,
+                        "Function Parameters": 2,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 11,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
+                        "I/O and Network Boundaries": 32,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 1,
+                        "State Mutations / Variable Reassignments": 10,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -549973,9 +549280,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
+                        "Metaprogramming & Reflection": 8,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -549987,26 +549294,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 6,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 6,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -550016,9 +549323,9 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
+                        "Design Snake Case": 4,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
@@ -550034,14 +549341,14 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
@@ -550049,28 +549356,28 @@
                     },
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/validate_blacklist.sh": {
+                "shell/curl/ech_tests.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "validate_blacklist.sh",
-                        "Path": "shell/darwin-xnu/validate_blacklist.sh",
+                        "Filename": "ech_tests.sh",
+                        "Path": "shell/curl/ech_tests.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 742.1,
-                        "Y": 294.77,
-                        "Z": -7442.34
+                        "X": 5754.95,
+                        "Y": 185.69,
+                        "Z": -1460.95
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550079,113 +549386,373 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 29,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 24.18,
-                        "Control Flow Ratio": "88.9%",
+                        "Total LOC": 1103,
+                        "Coding LOC": 948,
+                        "Documentation LOC": 104,
+                        "Structural Magnitude": 1484.36,
+                        "Control Flow Ratio": "97.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.697
+                        "Raw Cognitive Density": 1.81
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.79%",
-                        "Error & Exception Exposure": "98.62%",
-                        "Tech Debt Exposure": "99.99%",
-                        "Testing Exposure": "2.76%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "98.58%",
+                        "Error & Exception Exposure": "96.91%",
+                        "Tech Debt Exposure": "12.07%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "1.05%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "99.99%",
+                        "Commented Logic Exposure": "6.97%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "61.36%",
+                        "Documentation Exposure": "13.9%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 851.8,
+                            "Lines of Code (LOC)": 576,
+                            "Control Flow Branches": 822,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 496,
+                            "End Line": 1071
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 147.2,
+                            "Lines of Code (LOC)": 164,
+                            "Control Flow Branches": 138,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "97.9%",
+                            "Start Line": 328,
+                            "End Line": 491
+                        },
+                        {
+                            "Function Name": "cli_test",
+                            "Structural Impact": 40.0,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 147,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 12.4,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 11,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 274,
+                            "End Line": 282
+                        },
                         {
                             "Function Name": "Anonymous_Block",
                             "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 6,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 8,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 21,
-                            "End Line": 26
+                            "Start Line": 1090,
+                            "End Line": 1096
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 291,
+                            "End Line": 295
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 22,
+                            "Structural Impact": 8.0,
+                            "Lines of Code (LOC)": 198,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 28
+                            "End Line": 1102
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1077,
+                            "End Line": 1084
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 216,
+                            "End Line": 219
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.7%",
+                            "Start Line": 1097,
+                            "End Line": 1099
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 44,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 213,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 227,
+                            "End Line": 229
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 230,
+                            "End Line": 232
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 233,
+                            "End Line": 235
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 238,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 264,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 268,
+                            "End Line": 271
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 319,
+                            "End Line": 322
+                        },
+                        {
+                            "Function Name": "hostport2host",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 131,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "hostport2port",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 139,
+                            "End Line": 145
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 254,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 242,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 248,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "get_ech_configlist",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 189,
+                            "End Line": 193
+                        },
+                        {
+                            "Function Name": "fileage",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 297,
+                            "End Line": 309
+                        },
+                        {
+                            "Function Name": "whenisitagain",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 125
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 1,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 1080,
+                        "Sequential Logic Declarations": 31,
+                        "Function Parameters": 13,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 26,
+                        "Type/Safety Bypasses": 164,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 12,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 128,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 281,
+                        "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 30,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
+                        "Planned Work (TODOs)": 2,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
+                        "Dependency Injection Constructs": 2,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 4,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 369,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 4,
+                        "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 11,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 817,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 13,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 9,
+                        "Time Date Logic": 3,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -550194,11 +549761,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 113,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 3,
+                        "Design Snake Case": 103,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 10,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -550212,7 +549779,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 7,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550226,29 +549793,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "*"
+                    ]
                 },
-                "shell/darwin-xnu/vnode_if.sh": {
+                "shell/curl/firefox-db2pem.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "vnode_if.sh",
-                        "Path": "shell/darwin-xnu/vnode_if.sh",
+                        "Filename": "firefox-db2pem.sh",
+                        "Path": "shell/curl/firefox-db2pem.sh",
                         "Language": "Shell",
                         "Architect": "Unknown Architect",
-                        "Indentation Style": "Tabs",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1566.78,
-                        "Y": 200.61,
-                        "Z": -6733.61
+                        "X": 5184.57,
+                        "Y": 104.67,
+                        "Z": -1218.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550257,93 +549826,103 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 386,
-                        "Coding LOC": 309,
-                        "Documentation LOC": 48,
-                        "Structural Magnitude": 152.48,
-                        "Control Flow Ratio": "66.1%",
+                        "Total LOC": 65,
+                        "Coding LOC": 22,
+                        "Documentation LOC": 36,
+                        "Structural Magnitude": 35.04,
+                        "Control Flow Ratio": "57.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.621
+                        "Raw Cognitive Density": 2.386
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "36.69%",
-                        "Error & Exception Exposure": "84.72%",
-                        "Tech Debt Exposure": "68.5%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "99.86%",
+                        "Error & Exception Exposure": "91.18%",
+                        "Tech Debt Exposure": "99.96%",
+                        "Testing Exposure": "2.99%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.66%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.18%",
+                        "Documentation Exposure": "21.15%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 72.4,
-                            "Lines of Code (LOC)": 368,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "63.4%",
-                            "Start Line": 1,
-                            "End Line": 385
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 35,
+                            "End Line": 39
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.7,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 6,
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 87,
-                            "End Line": 99
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 42,
+                            "End Line": 44
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 66,
-                            "End Line": 69
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 61,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 64
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 37,
-                        "Sequential Logic Declarations": 19,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 10,
+                        "Control Flow Branches": 12,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 19,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 43,
+                        "I/O and Network Boundaries": 14,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 60,
+                        "State Mutations / Variable Reassignments": 15,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 6,
-                        "Metaprogramming & Reflection": 6,
-                        "Module Dependencies (Imports)": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -550353,27 +549932,27 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 55,
+                        "Ad-hoc Print / Debug Statements": 3,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 1,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 157,
-                        "Structural Space Indentations": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 5,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 11,
-                        "Regex Execution": 11,
-                        "Time Date Logic": 0,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 3,
+                        "Time Date Logic": 1,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -550382,12 +549961,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 27,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 26,
+                        "Design Snake Case": 5,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 2,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -550400,7 +549979,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550414,33 +549993,29 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 0,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "and",
-                        "code",
-                        "file."
-                    ]
+                    "9. Extracted Dependencies": []
                 },
-                "shell/darwin-xnu/xcrun_cache.sh": {
+                "shell/curl/gnv_curl_configure.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "xcrun_cache.sh",
-                        "Path": "shell/darwin-xnu/xcrun_cache.sh",
+                        "Filename": "gnv_curl_configure.sh",
+                        "Path": "shell/curl/gnv_curl_configure.sh",
                         "Language": "Shell",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Mixed (18.3% Spaces / 81.7% Tabs)",
+                        "Architect": "(C) John Malmberg",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 1356.16,
-                        "Y": 252.59,
-                        "Z": -7436.76
+                        "X": 5341.61,
+                        "Y": 200.5,
+                        "Z": -840.05
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550449,108 +550024,58 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 277,
-                        "Coding LOC": 225,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 270.6,
-                        "Control Flow Ratio": "75.3%",
+                        "Total LOC": 45,
+                        "Coding LOC": 8,
+                        "Documentation LOC": 36,
+                        "Structural Magnitude": 7.36,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.983
+                        "Raw Cognitive Density": 0.625
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "86.94%",
-                        "Tech Debt Exposure": "18.24%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "88.99%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.38%",
+                        "API Exposure": "8.41%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.45%",
-                        "Specification Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "53.33%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "25.45%",
+                        "Documentation Exposure": "52.76%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 89.4,
-                            "Lines of Code (LOC)": 148,
-                            "Control Flow Branches": 81,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "71.1%",
-                            "Start Line": 85,
-                            "End Line": 232
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 16.1,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 14,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 254,
-                            "End Line": 276
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 13.6,
-                            "Lines of Code (LOC)": 46,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "87.5%",
-                            "Start Line": 26,
-                            "End Line": 71
-                        },
-                        {
-                            "Function Name": "CreateFile",
-                            "Structural Impact": 12.7,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 73,
-                            "End Line": 83
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 238,
-                            "End Line": 252
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 33,
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 276
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 116,
-                        "Sequential Logic Declarations": 38,
-                        "Function Parameters": 13,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 28,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 28,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 123,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 4,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -550561,9 +550086,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 122,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Authorship Metadata": 2,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -550575,19 +550100,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 10,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 13,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 10,
-                        "Private / Encapsulated Scopes": 13,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 103,
-                        "Structural Space Indentations": 23,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -550604,11 +550129,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 47,
+                        "Core Var Decl": 4,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 45,
+                        "Design Upper Case": 4,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -550622,7 +550147,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550642,98 +550167,194 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "shell/curl": {
-            "Directory Group Magnitude": 2458.48,
-            "File Count": 20,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "95.0%",
-                "Static: Literature & Documentation": "5.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "60.32%",
-                "Error & Exception Exposure": "56.64%",
-                "Tech Debt Exposure": "77.66%",
-                "Testing Exposure": "17.76%",
-                "API Exposure": "1.64%",
-                "Concurrency Exposure": "3.28%",
-                "State Flux Exposure": "55.0%",
-                "Commented Logic Exposure": "0.77%",
-                "Specification Exposure": "85.67%",
-                "Instability Exposure": "47.5%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "34.6%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "shell/curl/COPYING": {
+                },
+                "shell/curl/initscript.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "COPYING",
-                        "Path": "shell/curl/COPYING",
-                        "Language": "Plaintext",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Filename": "initscript.sh",
+                        "Path": "shell/curl/initscript.sh",
+                        "Language": "Shell",
+                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (COPYING)"
+                        "Lock Tier": 0,
+                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5721.33,
-                        "Y": 260.75,
-                        "Z": -716.06
+                        "X": 5506.93,
+                        "Y": 190.25,
+                        "Z": -1211.29
                     },
                     "3. Architectural Profile": {
-                        "Repository Archetype": "Static: Literature & Documentation",
+                        "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": "N/A",
+                        "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 23,
-                        "Coding LOC": 0,
-                        "Documentation LOC": 17,
-                        "Structural Magnitude": 1.0,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 298,
+                        "Coding LOC": 170,
+                        "Documentation LOC": 71,
+                        "Structural Magnitude": 239.4,
+                        "Control Flow Ratio": "74.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 4.274
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "[UNSCANNED - NO DATA]",
-                        "Error & Exception Exposure": "[UNSCANNED - NO DATA]",
-                        "Tech Debt Exposure": "[UNSCANNED - NO DATA]",
-                        "Testing Exposure": "[UNSCANNED - NO DATA]",
-                        "API Exposure": "[UNSCANNED - NO DATA]",
-                        "Concurrency Exposure": "[UNSCANNED - NO DATA]",
-                        "State Flux Exposure": "[UNSCANNED - NO DATA]",
-                        "Commented Logic Exposure": "[UNSCANNED - NO DATA]",
-                        "Specification Exposure": "[UNSCANNED - NO DATA]",
-                        "Instability Exposure": "[UNSCANNED - NO DATA]",
-                        "Volatility Exposure": "[UNSCANNED - NO DATA]",
-                        "Documentation Exposure": "[UNSCANNED - NO DATA]",
-                        "Hardcoded Payload Artifacts": "[UNSCANNED - NO DATA]"
+                        "Cognitive Load Exposure": "92.94%",
+                        "Error & Exception Exposure": "65.83%",
+                        "Tech Debt Exposure": "85.38%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.29%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "8.35%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "43.31%",
+                        "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "make_module",
+                            "Structural Impact": 67.1,
+                            "Lines of Code (LOC)": 62,
+                            "Control Flow Branches": 31,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "93.9%",
+                            "Start Line": 175,
+                            "End Line": 236
+                        },
+                        {
+                            "Function Name": "action_needed",
+                            "Structural Impact": 17.7,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "69.2%",
+                            "Start Line": 123,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "canonicalize_path",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "90.0%",
+                            "Start Line": 140,
+                            "End Line": 164
+                        },
+                        {
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 14.2,
+                            "Lines of Code (LOC)": 143,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 1,
+                            "End Line": 297
+                        },
+                        {
+                            "Function Name": "db2_name",
+                            "Structural Impact": 12.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 243,
+                            "End Line": 256
+                        },
+                        {
+                            "Function Name": "get_make_vars",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 283,
+                            "End Line": 297
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 46,
+                            "End Line": 51
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 68,
+                            "End Line": 70
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 41,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "versioned_copy",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 263,
+                            "End Line": 271
+                        },
+                        {
+                            "Function Name": "CLcommand",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 27,
+                            "End Line": 29
+                        },
+                        {
+                            "Function Name": "setenv",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 33,
+                            "End Line": 38
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 0,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 79,
+                        "Sequential Logic Declarations": 27,
+                        "Function Parameters": 26,
+                        "Function/Method Declarations": 8,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 40,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 38,
+                        "Exposed API / Public Exports": 5,
+                        "State Mutations / Variable Reassignments": 73,
+                        "Commented-out Code (Dead Logic)": 2,
+                        "Structured Documentation Blocks": 2,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -550742,10 +550363,10 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 103,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -550757,26 +550378,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 4,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 2,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 118,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 7,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 11,
+                        "Regex Execution": 17,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -550786,15 +550407,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 44,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 44,
+                        "Design Short Vars": 5,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 6,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -550804,7 +550425,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -550818,17 +550439,23 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 5,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 2,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$SCRIPTDIR/config400.default",
+                        "$SCRIPTDIR/config400.override",
+                        "file",
+                        "name",
+                        "or"
+                    ]
                 },
-                "shell/curl/appveyor.sh": {
+                "shell/curl/make-include.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "appveyor.sh",
-                        "Path": "shell/curl/appveyor.sh",
+                        "Filename": "make-include.sh",
+                        "Path": "shell/curl/make-include.sh",
                         "Language": "Shell",
                         "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
@@ -550838,9 +550465,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5798.32,
-                        "Y": 222.83,
-                        "Z": -2030.31
+                        "X": 5637.28,
+                        "Y": 235.31,
+                        "Z": -1160.04
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -550849,120 +550476,120 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 132,
-                        "Coding LOC": 82,
+                        "Total LOC": 107,
+                        "Coding LOC": 49,
                         "Documentation LOC": 33,
-                        "Structural Magnitude": 152.34,
-                        "Control Flow Ratio": "88.4%",
+                        "Structural Magnitude": 58.68,
+                        "Control Flow Ratio": "74.1%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.921
+                        "Raw Cognitive Density": 5.24
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "85.37%",
-                        "Error & Exception Exposure": "78.78%",
-                        "Tech Debt Exposure": "56.07%",
-                        "Testing Exposure": "80.0%",
+                        "Cognitive Load Exposure": "100.0%",
+                        "Error & Exception Exposure": "58.71%",
+                        "Tech Debt Exposure": "89.01%",
+                        "Testing Exposure": "2.61%",
                         "API Exposure": "0.0%",
-                        "Concurrency Exposure": "65.54%",
+                        "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.1%",
+                        "Documentation Exposure": "17.64%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 73.7,
-                            "Lines of Code (LOC)": 73,
-                            "Control Flow Branches": 69,
+                            "Structural Impact": 10.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 9,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "90.8%",
-                            "Start Line": 31,
-                            "End Line": 103
+                            "Control Flow Ratio": "81.8%",
+                            "Start Line": 73,
+                            "End Line": 87
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 8,
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 116,
-                            "End Line": 118
+                            "Start Line": 99,
+                            "End Line": 102
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 8,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 5.0,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 122,
-                            "End Line": 124
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 1,
+                            "End Line": 106
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 6,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "100.0%",
-                            "Start Line": 108,
-                            "End Line": 112
+                            "Start Line": 38,
+                            "End Line": 42
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
+                            "Structural Impact": 4.2,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 129,
-                            "End Line": 131
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 49,
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 44,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1,
-                            "End Line": 131
+                            "Function Name": "copy_hfile",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 69
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 99,
-                        "Sequential Logic Declarations": 13,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 20,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 37,
-                        "Type/Safety Bypasses": 8,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 42,
+                        "I/O and Network Boundaries": 11,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 36,
+                        "State Mutations / Variable Reassignments": 26,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 2,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 3,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 8,
+                        "Global State Dependencies": 0,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 41,
-                        "Module Dependencies (Imports)": 2,
+                        "Metaprogramming & Reflection": 39,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -550975,26 +550602,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 7,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 65,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
+                        "Ipc Rpc Bridges": 6,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 4,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551004,12 +550631,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 11,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 12,
+                        "Design Snake Case": 2,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 2,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -551028,7 +550655,7 @@
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
+                        "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -551036,21 +550663,22 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "\\("
+                        "$SCRIPTDIR/initscript.sh",
+                        "program"
                     ]
                 },
-                "shell/curl/cmakelint.sh": {
+                "shell/curl/make-src.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "cmakelint.sh",
-                        "Path": "shell/curl/cmakelint.sh",
+                        "Filename": "make-src.sh",
+                        "Path": "shell/curl/make-src.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Dan Fandrich, , Viktor Szakats, et al",
+                        "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551058,9 +550686,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6017.48,
-                        "Y": 274.22,
-                        "Z": -984.74
+                        "X": 5308.74,
+                        "Y": 165.41,
+                        "Z": -1608.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551069,69 +550697,129 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 80,
-                        "Coding LOC": 37,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 22.64,
-                        "Control Flow Ratio": "42.3%",
+                        "Total LOC": 119,
+                        "Coding LOC": 52,
+                        "Documentation LOC": 39,
+                        "Structural Magnitude": 101.04,
+                        "Control Flow Ratio": "82.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.568
+                        "Raw Cognitive Density": 7.5
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "32.53%",
-                        "Error & Exception Exposure": "65.64%",
-                        "Tech Debt Exposure": "97.29%",
-                        "Testing Exposure": "2.71%",
+                        "Cognitive Load Exposure": "65.38%",
+                        "Error & Exception Exposure": "91.83%",
+                        "Tech Debt Exposure": "86.14%",
+                        "Testing Exposure": "2.77%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.03%",
+                        "Documentation Exposure": "12.18%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 17.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "73.3%",
-                            "Start Line": 46,
-                            "End Line": 54
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 36,
+                            "End Line": 39
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 51,
+                            "End Line": 55
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 70,
-                            "Control Flow Branches": 0,
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 85,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
+                            "Control Flow Ratio": "16.7%",
                             "Start Line": 1,
-                            "End Line": 79
+                            "End Line": 118
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 103,
+                            "End Line": 109
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 66,
+                            "End Line": 70
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 72,
+                            "End Line": 75
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 93,
+                            "End Line": 95
+                        },
+                        {
+                            "Function Name": "Anonymous_Block",
+                            "Structural Impact": 4.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 114,
+                            "End Line": 118
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 11,
-                        "Sequential Logic Declarations": 15,
-                        "Function Parameters": 2,
+                        "Control Flow Branches": 29,
+                        "Sequential Logic Declarations": 6,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 18,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 15,
+                        "I/O and Network Boundaries": 11,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "State Mutations / Variable Reassignments": 58,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 3,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -551141,7 +550829,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 64,
                         "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -551157,24 +550845,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 32,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 6,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551184,11 +550872,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 24,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 24,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -551202,13 +550890,13 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 1,
+                        "Sec Entropy": 0,
                         "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
@@ -551222,16 +550910,16 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "-type",
-                        "code."
+                        "$SCRIPTDIR/initscript.sh",
+                        "lists."
                     ]
                 },
-                "shell/curl/cmp-pkg-config.sh": {
+                "shell/curl/make-tests.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "cmp-pkg-config.sh",
-                        "Path": "shell/curl/cmp-pkg-config.sh",
+                        "Filename": "make-tests.sh",
+                        "Path": "shell/curl/make-tests.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Architect": "(C) Daniel Stenberg, , et al",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551239,9 +550927,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6268.68,
-                        "Y": 249.75,
-                        "Z": -1802.54
+                        "X": 6082.02,
+                        "Y": 258.45,
+                        "Z": -1127.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551250,22 +550938,22 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 50,
-                        "Coding LOC": 35,
-                        "Documentation LOC": 10,
-                        "Structural Magnitude": 85.7,
-                        "Control Flow Ratio": "65.2%",
+                        "Total LOC": 145,
+                        "Coding LOC": 75,
+                        "Documentation LOC": 42,
+                        "Structural Magnitude": 114.4,
+                        "Control Flow Ratio": "76.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.393
+                        "Raw Cognitive Density": 4.79
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "79.55%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "3.24%",
+                        "Cognitive Load Exposure": "76.0%",
+                        "Error & Exception Exposure": "82.63%",
+                        "Tech Debt Exposure": "62.25%",
+                        "Testing Exposure": "80.0%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -551273,46 +550961,46 @@
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.52%",
+                        "Documentation Exposure": "46.69%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "sort_lists",
-                            "Structural Impact": 45.5,
-                            "Lines of Code (LOC)": 33,
+                            "Function Name": "build_all_programs",
+                            "Structural Impact": 58.0,
+                            "Lines of Code (LOC)": 86,
                             "Control Flow Branches": 30,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "68.2%",
-                            "Start Line": 9,
-                            "End Line": 41
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "90.9%",
+                            "Start Line": 39,
+                            "End Line": 124
                         },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.5,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
+                            "Structural Impact": 6.9,
+                            "Lines of Code (LOC)": 58,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "30.0%",
                             "Start Line": 1,
-                            "End Line": 49
+                            "End Line": 144
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 30,
-                        "Sequential Logic Declarations": 16,
-                        "Function Parameters": 3,
+                        "Control Flow Branches": 33,
+                        "Sequential Logic Declarations": 10,
+                        "Function Parameters": 2,
                         "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 19,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 19,
+                        "I/O and Network Boundaries": 8,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 37,
+                        "State Mutations / Variable Reassignments": 48,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 3,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
@@ -551322,11 +551010,11 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 21,
-                        "Module Dependencies (Imports)": 0,
+                        "Metaprogramming & Reflection": 53,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -551336,26 +551024,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 7,
+                        "Ad-hoc Print / Debug Statements": 5,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
+                        "Structural Space Indentations": 64,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 5,
+                        "Serialization Parsing": 2,
+                        "Regex Execution": 2,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551365,12 +551053,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 14,
+                        "Core Var Decl": 25,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 13,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 4,
+                        "Design Upper Case": 25,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -551383,7 +551071,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 5,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551397,29 +551085,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$SCRIPTDIR/initscript.sh",
+                        "is"
+                    ]
                 },
-                "shell/curl/codespell.sh": {
+                "shell/curl/make_gnv_curl_install.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "codespell.sh",
-                        "Path": "shell/curl/codespell.sh",
+                        "Filename": "make_gnv_curl_install.sh",
+                        "Path": "shell/curl/make_gnv_curl_install.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
-                        "Indentation Style": "Spaces",
+                        "Architect": "(C) John Malmberg",
+                        "Indentation Style": "Neutral / No Indentation",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .sh)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6409.91,
-                        "Y": 329.91,
-                        "Z": -1224.35
+                        "X": 6481.0,
+                        "Y": 294.98,
+                        "Z": -1618.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551428,56 +551119,56 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 23,
-                        "Coding LOC": 16,
-                        "Documentation LOC": 3,
-                        "Structural Magnitude": 2.42,
+                        "Total LOC": 45,
+                        "Coding LOC": 12,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 8.44,
                         "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.625
+                        "Raw Cognitive Density": 0.417
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "37.75%",
+                        "Cognitive Load Exposure": "5.0%",
                         "Error & Exception Exposure": "0.0%",
                         "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "1.99%",
+                        "API Exposure": "9.36%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "80.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "62.94%",
+                        "Documentation Exposure": "79.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 22,
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 44,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 22
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
                         "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
+                        "Sequential Logic Declarations": 8,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 5,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -551490,9 +551181,9 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 2,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -551516,14 +551207,14 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 11,
+                        "Structural Space Indentations": 0,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
+                        "Serialization Parsing": 1,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551533,11 +551224,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 5,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
+                        "Design Upper Case": 5,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -551551,7 +551242,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 2,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551572,12 +551263,12 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/curl/contributors.sh": {
+                "shell/curl/shellcheck-ci.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "contributors.sh",
-                        "Path": "shell/curl/contributors.sh",
+                        "Filename": "shellcheck-ci.sh",
+                        "Path": "shell/curl/shellcheck-ci.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Architect": "(C) Viktor Szakats",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551585,9 +551276,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6336.13,
-                        "Y": 283.58,
-                        "Z": -1451.34
+                        "X": 5206.48,
+                        "Y": 78.57,
+                        "Z": -2062.2
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551596,87 +551287,77 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 101,
-                        "Coding LOC": 53,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 41.66,
-                        "Control Flow Ratio": "40.6%",
+                        "Total LOC": 31,
+                        "Coding LOC": 19,
+                        "Documentation LOC": 6,
+                        "Structural Magnitude": 13.88,
+                        "Control Flow Ratio": "29.6%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.679
+                        "Raw Cognitive Density": 1.737
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "97.63%",
-                        "Error & Exception Exposure": "91.33%",
-                        "Tech Debt Exposure": "85.14%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "98.11%",
+                        "Error & Exception Exposure": "80.0%",
+                        "Tech Debt Exposure": "99.99%",
+                        "Testing Exposure": "2.69%",
+                        "API Exposure": "4.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.42%",
+                        "Documentation Exposure": "77.0%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 1,
-                            "End Line": 100
-                        },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 5,
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "26.3%",
-                            "Start Line": 58,
-                            "End Line": 78
+                            "Control Flow Ratio": "26.7%",
+                            "Start Line": 13,
+                            "End Line": 20
                         },
                         {
                             "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
+                            "Structural Impact": 5.4,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 36,
-                            "End Line": 39
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 23,
+                            "End Line": 30
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
+                            "Function Name": "__global_context__",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 40,
-                            "End Line": 43
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1,
+                            "End Line": 30
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 13,
+                        "Control Flow Branches": 8,
                         "Sequential Logic Declarations": 19,
-                        "Function Parameters": 1,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 5,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 28,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 18,
+                        "I/O and Network Boundaries": 14,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -551687,8 +551368,8 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 7,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 4,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -551702,26 +551383,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
+                        "Ad-hoc Print / Debug Statements": 8,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 0,
+                        "Event Listeners & Subscribers": 2,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 35,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 8,
-                        "Regex Execution": 11,
+                        "Serialization Parsing": 3,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551731,12 +551412,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 7,
+                        "Core Var Decl": 1,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 1,
-                        "Design Short Vars": 4,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 1,
@@ -551749,7 +551430,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551770,12 +551451,12 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/curl/contrithanks.sh": {
+                "shell/curl/shellcheck.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "contrithanks.sh",
-                        "Path": "shell/curl/contrithanks.sh",
+                        "Filename": "shellcheck.sh",
+                        "Path": "shell/curl/shellcheck.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Architect": "(C) Viktor Szakats",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
@@ -551783,9 +551464,9 @@
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5495.11,
-                        "Y": 201.75,
-                        "Z": -2016.71
+                        "X": 6336.03,
+                        "Y": 288.59,
+                        "Z": -2215.09
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -551794,107 +551475,57 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 106,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 56.68,
-                        "Control Flow Ratio": "46.5%",
+                        "Total LOC": 14,
+                        "Coding LOC": 7,
+                        "Documentation LOC": 3,
+                        "Structural Magnitude": 1.74,
+                        "Control Flow Ratio": "0.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.861
+                        "Raw Cognitive Density": 0.857
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.84%",
-                        "Error & Exception Exposure": "96.21%",
-                        "Tech Debt Exposure": "84.11%",
-                        "Testing Exposure": "2.73%",
+                        "Cognitive Load Exposure": "5.0%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.15%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
+                        "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "46.67%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.72%",
+                        "Documentation Exposure": "37.23%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "26.3%",
-                            "Start Line": 58,
-                            "End Line": 81
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "71.4%",
-                            "Start Line": 86,
-                            "End Line": 102
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 38,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 34,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 45,
-                            "End Line": 47
-                        },
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 50,
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 105
+                            "End Line": 13
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 1,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 8,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 44,
+                        "I/O and Network Boundaries": 5,
                         "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 24,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
@@ -551906,7 +551537,7 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 7,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
@@ -551920,26 +551551,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 27,
+                        "Structural Space Indentations": 2,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 3,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 8,
-                        "Regex Execution": 14,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 1,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -551949,11 +551580,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 8,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -551967,7 +551598,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -551988,22 +551619,22 @@
                     },
                     "9. Extracted Dependencies": []
                 },
-                "shell/curl/coverage.sh": {
+                "shell/curl/typos.sh": {
                     "1. Artifact Identity": {
-                        "Filename": "coverage.sh",
-                        "Path": "shell/curl/coverage.sh",
+                        "Filename": "typos.sh",
+                        "Path": "shell/curl/typos.sh",
                         "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Architect": "(C) Viktor Szakats",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
                         "Folder Dominant Lang": "shell",
                         "Lock Tier": 0,
                         "Identity Proof": "Absolute Consensus (Ext + Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5665.04,
-                        "Y": 186.55,
-                        "Z": -2401.29
+                        "X": 5039.22,
+                        "Y": 128.17,
+                        "Z": -1721.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552012,56 +551643,56 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 42,
-                        "Coding LOC": 12,
-                        "Documentation LOC": 27,
-                        "Structural Magnitude": 5.34,
-                        "Control Flow Ratio": "25.0%",
-                        "Popularity Rank": 2,
+                        "Total LOC": 15,
+                        "Coding LOC": 8,
+                        "Documentation LOC": 3,
+                        "Structural Magnitude": 1.86,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.5
+                        "Raw Cognitive Density": 0.75
                     },
                     "4. Vulnerability & Risk Exposures": {
                         "Cognitive Load Exposure": "5.0%",
                         "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.03%",
-                        "API Exposure": "3.69%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "1.31%",
+                        "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "80.0%",
+                        "Specification Exposure": "53.33%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "51.85%",
+                        "Documentation Exposure": "41.48%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
                             "Function Name": "__global_context__",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 1,
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "25.0%",
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 1,
-                            "End Line": 41
+                            "End Line": 14
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1,
+                        "Control Flow Branches": 0,
                         "Sequential Logic Declarations": 3,
                         "Function Parameters": 0,
                         "Function/Method Declarations": 0,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 2,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 1,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 0,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -552074,8 +551705,8 @@
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 0,
                         "Authorship Metadata": 1,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -552093,18 +551724,18 @@
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 4,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 2,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -552117,15 +551748,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 2,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -552135,7 +551766,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -552149,31 +551780,53 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 2,
+                        "Direct Upstream (Fragility)": 0,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": [
-                        "-c"
-                    ]
-                },
-                "shell/curl/distfiles.sh": {
+                    "9. Extracted Dependencies": []
+                }
+            }
+        },
+        "tcl/macports_port_api": {
+            "Directory Group Magnitude": 2443.68,
+            "File Count": 18,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "64.97%",
+                "Error & Exception Exposure": "86.12%",
+                "Tech Debt Exposure": "61.36%",
+                "Testing Exposure": "2.33%",
+                "API Exposure": "2.76%",
+                "Concurrency Exposure": "1.54%",
+                "State Flux Exposure": "94.08%",
+                "Commented Logic Exposure": "4.74%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "23.74%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "tcl/macports_port_api/fetch_common.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "distfiles.sh",
-                        "Path": "shell/curl/distfiles.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "fetch_common.tcl",
+                        "Path": "tcl/macports_port_api/fetch_common.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6054.49,
-                        "Y": 229.9,
-                        "Z": -2200.23
+                        "X": -7061.63,
+                        "Y": 53.06,
+                        "Z": -1290.89
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552182,81 +551835,141 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 56,
-                        "Coding LOC": 40,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 24.5,
-                        "Control Flow Ratio": "21.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 281,
+                        "Coding LOC": 190,
+                        "Documentation LOC": 58,
+                        "Structural Magnitude": 177.7,
+                        "Control Flow Ratio": "66.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.775
+                        "Raw Cognitive Density": 1.039
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.37%",
-                        "Error & Exception Exposure": "65.25%",
-                        "Tech Debt Exposure": "95.79%",
-                        "Testing Exposure": "2.53%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "76.09%",
+                        "Error & Exception Exposure": "97.13%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "6.68%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.96%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "8.63%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "36.63%",
+                        "Documentation Exposure": "41.18%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 9.5,
-                            "Lines of Code (LOC)": 52,
-                            "Control Flow Branches": 3,
+                            "Function Name": "portfetch::mirror_sites",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 104,
+                            "End Line": 104
+                        },
+                        {
+                            "Function Name": "portfetch::assemble_url",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 1,
-                            "End Line": 55
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 77,
+                            "End Line": 77
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
+                            "Function Name": "portfetch::checksites",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 162,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "portfetch::sortsites",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 231,
+                            "End Line": 231
+                        },
+                        {
+                            "Function Name": "portfetch::percent_encode",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 49,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "portfetch::separate_tag",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 87,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "portfetch::get_urls",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 53,
-                            "End Line": 55
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 254,
+                            "End Line": 254
+                        },
+                        {
+                            "Function Name": "portfetch::check_dns",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 275,
+                            "End Line": 275
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 22,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 50,
+                        "Sequential Logic Declarations": 25,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 8,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 11,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 4,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 32,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 10,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 152,
+                        "Commented-out Code (Dead Logic)": 2,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 8,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -552268,26 +551981,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 6,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 2,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 6,
+                        "Structural Space Indentations": 167,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 6,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -552297,15 +552010,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 4,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -552315,43 +552028,47 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "$mirrorfile",
+                        "Pextlib",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/ech_tests.sh": {
+                "tcl/macports_port_api/portactivate.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "ech_tests.sh",
-                        "Path": "shell/curl/ech_tests.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portactivate.tcl",
+                        "Path": "tcl/macports_port_api/portactivate.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5754.95,
-                        "Y": 185.69,
-                        "Z": -1460.95
+                        "X": -7984.64,
+                        "Y": -125.15,
+                        "Z": -374.84
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552360,328 +552077,78 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 1103,
-                        "Coding LOC": 948,
-                        "Documentation LOC": 104,
-                        "Structural Magnitude": 1484.36,
-                        "Control Flow Ratio": "97.2%",
+                        "Total LOC": 109,
+                        "Coding LOC": 56,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 25.62,
+                        "Control Flow Ratio": "53.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.81
+                        "Raw Cognitive Density": 0.911
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.58%",
-                        "Error & Exception Exposure": "96.91%",
-                        "Tech Debt Exposure": "12.07%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "1.05%",
+                        "Cognitive Load Exposure": "65.54%",
+                        "Error & Exception Exposure": "84.62%",
+                        "Tech Debt Exposure": "99.39%",
+                        "Testing Exposure": "2.35%",
+                        "API Exposure": "1.47%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.99%",
-                        "Commented Logic Exposure": "6.97%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "10.21%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.9%",
+                        "Documentation Exposure": "24.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 851.8,
-                            "Lines of Code (LOC)": 576,
-                            "Control Flow Branches": 822,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 496,
-                            "End Line": 1071
+                            "Function Name": "portactivate::activate_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 53,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 147.2,
-                            "Lines of Code (LOC)": 164,
-                            "Control Flow Branches": 138,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "97.9%",
-                            "Start Line": 328,
-                            "End Line": 491
-                        },
-                        {
-                            "Function Name": "cli_test",
-                            "Structural Impact": 40.0,
-                            "Lines of Code (LOC)": 41,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 147,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 12.4,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 11,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "84.6%",
-                            "Start Line": 274,
-                            "End Line": 282
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 1090,
-                            "End Line": 1096
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 8.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 291,
-                            "End Line": 295
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 8.0,
-                            "Lines of Code (LOC)": 198,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 1102
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1077,
-                            "End Line": 1084
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 216,
-                            "End Line": 219
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "85.7%",
-                            "Start Line": 1097,
-                            "End Line": 1099
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 44,
-                            "End Line": 49
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 213,
-                            "End Line": 215
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 227,
-                            "End Line": 229
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 230,
-                            "End Line": 232
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 233,
-                            "End Line": 235
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 238,
-                            "End Line": 240
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 264,
-                            "End Line": 266
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 268,
-                            "End Line": 271
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 319,
-                            "End Line": 322
-                        },
-                        {
-                            "Function Name": "hostport2host",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 131,
-                            "End Line": 137
-                        },
-                        {
-                            "Function Name": "hostport2port",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 139,
-                            "End Line": 145
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 254,
-                            "End Line": 260
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 242,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 248,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "get_ech_configlist",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 193
-                        },
-                        {
-                            "Function Name": "fileage",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "portactivate::activate_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 129
+                            "Start Line": 61,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "Anonymous_Block",
+                            "Function Name": "portactivate::activate_finish",
                             "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 309
-                        },
-                        {
-                            "Function Name": "whenisitagain",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 123,
-                            "End Line": 125
+                            "Start Line": 85,
+                            "End Line": 85
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 1080,
-                        "Sequential Logic Declarations": 31,
-                        "Function Parameters": 13,
-                        "Function/Method Declarations": 6,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 7,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 26,
-                        "Type/Safety Bypasses": 164,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 128,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 281,
-                        "Commented-out Code (Dead Logic)": 5,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 19,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -552691,42 +552158,42 @@
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 30,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 2,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 2,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 4,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 369,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 4,
-                        "Event Listeners & Subscribers": 1,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 817,
+                        "Structural Space Indentations": 37,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 13,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 9,
-                        "Time Date Logic": 3,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -552735,15 +552202,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 113,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 103,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 10,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 3,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -552753,7 +552220,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 7,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -552773,25 +552240,25 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "*"
+                        "portutil"
                     ]
                 },
-                "shell/curl/firefox-db2pem.sh": {
+                "tcl/macports_port_api/portbuild.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "firefox-db2pem.sh",
-                        "Path": "shell/curl/firefox-db2pem.sh",
-                        "Language": "Shell",
+                        "Filename": "portbuild.tcl",
+                        "Path": "tcl/macports_port_api/portbuild.tcl",
+                        "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5184.57,
-                        "Y": 104.67,
-                        "Z": -1218.41
+                        "X": -8108.56,
+                        "Y": -83.53,
+                        "Z": -1627.52
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -552800,269 +552267,131 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 65,
-                        "Coding LOC": 22,
-                        "Documentation LOC": 36,
-                        "Structural Magnitude": 35.04,
-                        "Control Flow Ratio": "57.1%",
+                        "Total LOC": 228,
+                        "Coding LOC": 166,
+                        "Documentation LOC": 41,
+                        "Structural Magnitude": 54.42,
+                        "Control Flow Ratio": "48.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 2.386
+                        "Raw Cognitive Density": 0.657
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "99.86%",
-                        "Error & Exception Exposure": "91.18%",
-                        "Tech Debt Exposure": "99.96%",
-                        "Testing Exposure": "2.99%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "40.77%",
+                        "Error & Exception Exposure": "78.28%",
+                        "Tech Debt Exposure": "92.2%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "1.28%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "99.95%",
+                        "Commented Logic Exposure": "6.88%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "21.15%",
+                        "Documentation Exposure": "15.66%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 35,
-                            "End Line": 39
+                            "Function Name": "portbuild::build_getmaketype",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 92,
+                            "End Line": 92
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 42,
-                            "End Line": 44
+                            "Function Name": "portbuild::build_getjobs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 142,
+                            "End Line": 142
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 61,
-                            "End Line": 64
+                            "Function Name": "portbuild::build_getargs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 175,
+                            "End Line": 175
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 52,
+                            "Function Name": "portbuild::build_getjobsarg",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 64
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 12,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 15,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 1,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 5,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 3,
-                        "Time Date Logic": 1,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 2,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": []
-                },
-                "shell/curl/gnv_curl_configure.sh": {
-                    "1. Artifact Identity": {
-                        "Filename": "gnv_curl_configure.sh",
-                        "Path": "shell/curl/gnv_curl_configure.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) John Malmberg",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .sh)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 5341.61,
-                        "Y": 200.5,
-                        "Z": -840.05
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 45,
-                        "Coding LOC": 8,
-                        "Documentation LOC": 36,
-                        "Structural Magnitude": 7.36,
-                        "Control Flow Ratio": "0.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.625
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "88.99%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.38%",
-                        "API Exposure": "8.41%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "53.33%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "52.76%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 187,
+                            "End Line": 187
+                        },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 44,
+                            "Function Name": "portbuild::build_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 204,
+                            "End Line": 204
+                        },
+                        {
+                            "Function Name": "portbuild::build_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 215,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "portbuild::add_automatic_buildsystem_dependencies",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 44
+                            "Start Line": 71,
+                            "End Line": 71
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 24,
+                        "Sequential Logic Declarations": 26,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 7,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 4,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 40,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 10,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
+                        "Scientific & Mathematical Operations": 1,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 2,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553076,17 +552405,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 5,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Space Indentations": 126,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -553103,15 +552432,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 4,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 7,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553121,7 +552450,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -553135,29 +552464,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "portprogress",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/initscript.sh": {
+                "tcl/macports_port_api/portbump.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "initscript.sh",
-                        "Path": "shell/curl/initscript.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portbump.tcl",
+                        "Path": "tcl/macports_port_api/portbump.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5506.93,
-                        "Y": 190.25,
-                        "Z": -1211.29
+                        "X": -7236.67,
+                        "Y": -68.34,
+                        "Z": -783.03
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553166,181 +552498,111 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 298,
-                        "Coding LOC": 170,
-                        "Documentation LOC": 71,
-                        "Structural Magnitude": 239.4,
-                        "Control Flow Ratio": "74.5%",
+                        "Total LOC": 378,
+                        "Coding LOC": 224,
+                        "Documentation LOC": 110,
+                        "Structural Magnitude": 192.38,
+                        "Control Flow Ratio": "71.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.274
+                        "Raw Cognitive Density": 1.04
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "92.94%",
-                        "Error & Exception Exposure": "65.83%",
-                        "Tech Debt Exposure": "85.38%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "6.29%",
+                        "Cognitive Load Exposure": "76.15%",
+                        "Error & Exception Exposure": "96.5%",
+                        "Tech Debt Exposure": "57.2%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "1.17%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "8.35%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "43.31%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "make_module",
-                            "Structural Impact": 67.1,
-                            "Lines of Code (LOC)": 62,
-                            "Control Flow Branches": 31,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "93.9%",
-                            "Start Line": 175,
-                            "End Line": 236
-                        },
-                        {
-                            "Function Name": "action_needed",
-                            "Structural Impact": 17.7,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "69.2%",
-                            "Start Line": 123,
-                            "End Line": 129
-                        },
-                        {
-                            "Function Name": "canonicalize_path",
-                            "Structural Impact": 15.4,
-                            "Lines of Code (LOC)": 25,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "90.0%",
-                            "Start Line": 140,
-                            "End Line": 164
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 14.2,
-                            "Lines of Code (LOC)": 143,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 1,
-                            "End Line": 297
+                            "Function Name": "portbump::find_revision_line",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 97,
+                            "End Line": 97
                         },
                         {
-                            "Function Name": "db2_name",
-                            "Structural Impact": 12.8,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 6,
+                            "Function Name": "portbump::replace_checksums",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 243,
-                            "End Line": 256
-                        },
-                        {
-                            "Function Name": "get_make_vars",
-                            "Structural Impact": 7.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 283,
-                            "End Line": 297
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 46,
-                            "End Line": 51
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "83.3%",
-                            "Start Line": 68,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 41,
-                            "End Line": 44
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 59
                         },
                         {
-                            "Function Name": "versioned_copy",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "portbump::reset_revision",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 263,
-                            "End Line": 271
+                            "Start Line": 166,
+                            "End Line": 166
                         },
                         {
-                            "Function Name": "CLcommand",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 27,
-                            "End Line": 29
+                            "Function Name": "portbump::bump_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 179,
+                            "End Line": 179
                         },
                         {
-                            "Function Name": "setenv",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
+                            "Function Name": "portbump::bump_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 33,
-                            "End Line": 38
+                            "Start Line": 189,
+                            "End Line": 189
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 79,
-                        "Sequential Logic Declarations": 27,
-                        "Function Parameters": 26,
-                        "Function/Method Declarations": 8,
+                        "Control Flow Branches": 55,
+                        "Sequential Logic Declarations": 22,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 40,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 7,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 38,
-                        "Exposed API / Public Exports": 5,
-                        "State Mutations / Variable Reassignments": 73,
-                        "Commented-out Code (Dead Logic)": 2,
-                        "Structured Documentation Blocks": 2,
+                        "I/O and Network Boundaries": 28,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 178,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
+                        "UI / View Layer Components": 2,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 103,
+                        "Scientific & Mathematical Operations": 5,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553352,26 +552614,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 4,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 13,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 118,
+                        "Structural Space Indentations": 204,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 7,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 11,
-                        "Regex Execution": 17,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -553381,15 +552643,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 44,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 44,
-                        "Design Short Vars": 5,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553399,49 +552661,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 2,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/config400.default",
-                        "$SCRIPTDIR/config400.override",
-                        "file",
-                        "name",
-                        "or"
+                        "portchecksum",
+                        "portutil"
                     ]
                 },
-                "shell/curl/make-include.sh": {
+                "tcl/macports_port_api/portchecksum.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make-include.sh",
-                        "Path": "shell/curl/make-include.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portchecksum.tcl",
+                        "Path": "tcl/macports_port_api/portchecksum.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5637.28,
-                        "Y": 235.31,
-                        "Z": -1160.04
+                        "X": -7825.0,
+                        "Y": -48.85,
+                        "Z": -1786.98
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553450,121 +552709,151 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 107,
-                        "Coding LOC": 49,
-                        "Documentation LOC": 33,
-                        "Structural Magnitude": 58.68,
-                        "Control Flow Ratio": "74.1%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 395,
+                        "Coding LOC": 199,
+                        "Documentation LOC": 135,
+                        "Structural Magnitude": 164.78,
+                        "Control Flow Ratio": "57.1%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 5.24
+                        "Raw Cognitive Density": 1.001
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "100.0%",
-                        "Error & Exception Exposure": "58.71%",
-                        "Tech Debt Exposure": "89.01%",
-                        "Testing Exposure": "2.61%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "73.2%",
+                        "Error & Exception Exposure": "94.71%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.35%",
+                        "API Exposure": "7.29%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "8.98%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "17.64%",
+                        "Documentation Exposure": "28.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 10.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "81.8%",
-                            "Start Line": 73,
-                            "End Line": 87
+                            "Function Name": "portchecksum::verify_checksum_format",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 70,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 99,
-                            "End Line": 102
+                            "Function Name": "portchecksum::parse_checksums",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 112,
+                            "End Line": 112
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 5.0,
-                            "Lines of Code (LOC)": 68,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 1,
-                            "End Line": 106
+                            "Function Name": "portchecksum::calc_md5",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 191,
+                            "End Line": 191
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 38,
-                            "End Line": 42
+                            "Function Name": "portchecksum::calc_sha1",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 200,
+                            "End Line": 200
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 49,
-                            "End Line": 51
+                            "Function Name": "portchecksum::calc_rmd160",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 209,
+                            "End Line": 209
                         },
                         {
-                            "Function Name": "copy_hfile",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 11,
+                            "Function Name": "portchecksum::calc_sha256",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 69
+                            "Start Line": 218,
+                            "End Line": 218
+                        },
+                        {
+                            "Function Name": "portchecksum::calc_size",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 227,
+                            "End Line": 227
+                        },
+                        {
+                            "Function Name": "portchecksum::checksum_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 235,
+                            "End Line": 235
+                        },
+                        {
+                            "Function Name": "portchecksum::checksum_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 245,
+                            "End Line": 245
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 20,
-                        "Sequential Logic Declarations": 7,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
+                        "Control Flow Branches": 40,
+                        "Sequential Logic Declarations": 30,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
+                        "Defensive Programming Constructs": 6,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 26,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "I/O and Network Boundaries": 24,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 137,
+                        "Commented-out Code (Dead Logic)": 3,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 39,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
                         "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553578,24 +552867,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 5,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
+                        "Structural Space Indentations": 169,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 6,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -553605,15 +552894,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 11,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 9,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553623,46 +552912,45 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 3,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/initscript.sh",
-                        "program"
+                        "portutil"
                     ]
                 },
-                "shell/curl/make-src.sh": {
+                "tcl/macports_port_api/portclean.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make-src.sh",
-                        "Path": "shell/curl/make-src.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portclean.tcl",
+                        "Path": "tcl/macports_port_api/portclean.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5308.74,
-                        "Y": 165.41,
-                        "Z": -1608.58
+                        "X": -6945.36,
+                        "Y": 32.05,
+                        "Z": -998.43
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553671,141 +552959,121 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 119,
-                        "Coding LOC": 52,
-                        "Documentation LOC": 39,
-                        "Structural Magnitude": 101.04,
-                        "Control Flow Ratio": "82.9%",
+                        "Total LOC": 297,
+                        "Coding LOC": 219,
+                        "Documentation LOC": 51,
+                        "Structural Magnitude": 102.38,
+                        "Control Flow Ratio": "83.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 7.5
+                        "Raw Cognitive Density": 1.056
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.38%",
-                        "Error & Exception Exposure": "91.83%",
-                        "Tech Debt Exposure": "86.14%",
-                        "Testing Exposure": "2.77%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "77.27%",
+                        "Error & Exception Exposure": "76.47%",
+                        "Tech Debt Exposure": "69.22%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "1.22%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "12.18%",
+                        "Documentation Exposure": "13.74%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 36,
-                            "End Line": 39
-                        },
-                        {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 6.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
+                            "Function Name": "portclean::clean_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
                             "Start Line": 51,
-                            "End Line": 55
-                        },
-                        {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 85,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 1,
-                            "End Line": 118
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 103,
-                            "End Line": 109
+                            "Function Name": "portclean::clean_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 61,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 66,
-                            "End Line": 70
+                            "Function Name": "portclean::clean_dist",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 94,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 72,
-                            "End Line": 75
+                            "Function Name": "portclean::clean_work",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 177
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 93,
-                            "End Line": 95
+                            "Function Name": "portclean::clean_logs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 227,
+                            "End Line": 227
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 4.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 114,
-                            "End Line": 118
+                            "Function Name": "portclean::clean_archive",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 244,
+                            "End Line": 244
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 29,
-                        "Sequential Logic Declarations": 6,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 62,
+                        "Sequential Logic Declarations": 12,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 18,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 24,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 11,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 58,
+                        "I/O and Network Boundaries": 27,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 88,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 6,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 64,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553817,26 +553085,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 1,
+                        "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 194,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 6,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -553846,15 +553114,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 24,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 24,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 6,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -553864,7 +553132,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -553884,26 +553152,26 @@
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/initscript.sh",
-                        "lists."
+                        "Pextlib",
+                        "portutil"
                     ]
                 },
-                "shell/curl/make-tests.sh": {
+                "tcl/macports_port_api/portdeactivate.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make-tests.sh",
-                        "Path": "shell/curl/make-tests.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Daniel Stenberg, , et al",
+                        "Filename": "portdeactivate.tcl",
+                        "Path": "tcl/macports_port_api/portdeactivate.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6082.02,
-                        "Y": 258.45,
-                        "Z": -1127.94
+                        "X": -6896.74,
+                        "Y": -17.15,
+                        "Z": -594.26
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -553912,81 +553180,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 145,
-                        "Coding LOC": 75,
-                        "Documentation LOC": 42,
-                        "Structural Magnitude": 114.4,
-                        "Control Flow Ratio": "76.7%",
+                        "Total LOC": 75,
+                        "Coding LOC": 33,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 8.66,
+                        "Control Flow Ratio": "60.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.79
+                        "Raw Cognitive Density": 0.576
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.0%",
-                        "Error & Exception Exposure": "82.63%",
-                        "Tech Debt Exposure": "62.25%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "33.25%",
+                        "Error & Exception Exposure": "78.71%",
+                        "Tech Debt Exposure": "99.94%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "1.6%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "93.98%",
+                        "Commented Logic Exposure": "14.19%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.69%",
+                        "Documentation Exposure": "36.49%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "build_all_programs",
-                            "Structural Impact": 58.0,
-                            "Lines of Code (LOC)": 86,
-                            "Control Flow Branches": 30,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "90.9%",
-                            "Start Line": 39,
-                            "End Line": 124
+                            "Function Name": "portdeactivate::deactivate_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 50,
+                            "End Line": 50
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 6.9,
-                            "Lines of Code (LOC)": 58,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 1,
-                            "End Line": 144
+                            "Function Name": "portdeactivate::deactivate_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 58,
+                            "End Line": 58
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 33,
-                        "Sequential Logic Declarations": 10,
+                        "Control Flow Branches": 6,
+                        "Sequential Logic Declarations": 4,
                         "Function Parameters": 2,
-                        "Function/Method Declarations": 1,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 21,
-                        "Type/Safety Bypasses": 3,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 8,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 48,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 4,
+                        "Commented-out Code (Dead Logic)": 1,
+                        "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 2,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 53,
+                        "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -553998,26 +553266,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 5,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 64,
+                        "Structural Space Indentations": 17,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 2,
-                        "Regex Execution": 2,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554027,15 +553295,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 25,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 25,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554045,7 +553313,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554059,32 +553327,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "$SCRIPTDIR/initscript.sh",
-                        "is"
+                        "portutil"
                     ]
                 },
-                "shell/curl/make_gnv_curl_install.sh": {
+                "tcl/macports_port_api/portdepends.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "make_gnv_curl_install.sh",
-                        "Path": "shell/curl/make_gnv_curl_install.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) John Malmberg",
-                        "Indentation Style": "Neutral / No Indentation",
+                        "Filename": "portdepends.tcl",
+                        "Path": "tcl/macports_port_api/portdepends.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
+                        "Folder Dominant Lang": "tcl",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .sh)"
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6481.0,
-                        "Y": 294.98,
-                        "Z": -1618.67
+                        "X": -8291.68,
+                        "Y": -149.66,
+                        "Z": -1143.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554093,56 +553360,66 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 45,
-                        "Coding LOC": 12,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 8.44,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 75,
+                        "Coding LOC": 31,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 5.62,
+                        "Control Flow Ratio": "42.9%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.417
+                        "Raw Cognitive Density": 0.258
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.99%",
-                        "API Exposure": "9.36%",
+                        "Cognitive Load Exposure": "12.26%",
+                        "Error & Exception Exposure": "75.9%",
+                        "Tech Debt Exposure": "99.97%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "1.6%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "0.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "80.0%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "79.56%",
+                        "Documentation Exposure": "35.12%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 44,
+                            "Function Name": "portdepends::validate_depends_options",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 44
+                            "Start Line": 57,
+                            "End Line": 57
+                        },
+                        {
+                            "Function Name": "portdepends::validate_depends_options_new",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 72,
+                            "End Line": 72
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 8,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 3,
+                        "Sequential Logic Declarations": 4,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
                         "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 1,
                         "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
@@ -554156,8 +553433,8 @@
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 2,
+                        "Module Dependencies (Imports)": 1,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -554171,24 +553448,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 6,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 0,
+                        "Structural Space Indentations": 12,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 1,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554198,15 +553475,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 5,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 5,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554216,7 +553493,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 2,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554230,29 +553507,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "portutil"
+                    ]
                 },
-                "shell/curl/shellcheck-ci.sh": {
+                "tcl/macports_port_api/portdestroot.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "shellcheck-ci.sh",
-                        "Path": "shell/curl/shellcheck-ci.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "portdestroot.tcl",
+                        "Path": "tcl/macports_port_api/portdestroot.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5206.48,
-                        "Y": 78.57,
-                        "Z": -2062.2
+                        "X": -7978.88,
+                        "Y": -120.86,
+                        "Z": -1065.73
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554261,93 +553540,103 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 31,
-                        "Coding LOC": 19,
-                        "Documentation LOC": 6,
-                        "Structural Magnitude": 13.88,
-                        "Control Flow Ratio": "29.6%",
+                        "Total LOC": 454,
+                        "Coding LOC": 348,
+                        "Documentation LOC": 71,
+                        "Structural Magnitude": 185.96,
+                        "Control Flow Ratio": "83.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.737
+                        "Raw Cognitive Density": 1.052
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "98.11%",
-                        "Error & Exception Exposure": "80.0%",
-                        "Tech Debt Exposure": "99.99%",
-                        "Testing Exposure": "2.69%",
-                        "API Exposure": "4.0%",
+                        "Cognitive Load Exposure": "76.97%",
+                        "Error & Exception Exposure": "88.76%",
+                        "Tech Debt Exposure": "78.1%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.13%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "11.83%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "77.0%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "26.7%",
-                            "Start Line": 13,
-                            "End Line": 20
+                            "Function Name": "portdestroot::destroot_getargs",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 71,
+                            "End Line": 71
                         },
                         {
-                            "Function Name": "Anonymous_Block",
-                            "Structural Impact": 5.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 23,
-                            "End Line": 30
+                            "Function Name": "portdestroot::destroot_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 83,
+                            "End Line": 83
                         },
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "portdestroot::destroot_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 30
+                            "Start Line": 128,
+                            "End Line": 128
+                        },
+                        {
+                            "Function Name": "portdestroot::destroot_finish",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 145,
+                            "End Line": 145
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
+                        "Control Flow Branches": 95,
                         "Sequential Logic Declarations": 19,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 2,
+                        "Defensive Programming Constructs": 10,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
+                        "I/O and Network Boundaries": 78,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "State Mutations / Variable Reassignments": 172,
+                        "Commented-out Code (Dead Logic)": 5,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 6,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 4,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 2,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -554357,26 +553646,26 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 8,
+                        "Ad-hoc Print / Debug Statements": 1,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 9,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
-                        "Event Listeners & Subscribers": 2,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 1,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 314,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
-                        "Serialization Parsing": 3,
-                        "Regex Execution": 1,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554394,7 +553683,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554404,43 +553693,46 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 1,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "fileutil",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/shellcheck.sh": {
+                "tcl/macports_port_api/portdistcheck.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "shellcheck.sh",
-                        "Path": "shell/curl/shellcheck.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "portdistcheck.tcl",
+                        "Path": "tcl/macports_port_api/portdistcheck.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6336.03,
-                        "Y": 288.59,
-                        "Z": -2215.09
+                        "X": -7211.09,
+                        "Y": 26.16,
+                        "Z": -1722.67
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554449,71 +553741,71 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 14,
-                        "Coding LOC": 7,
-                        "Documentation LOC": 3,
-                        "Structural Magnitude": 1.74,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 143,
+                        "Coding LOC": 93,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 72.36,
+                        "Control Flow Ratio": "85.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.857
+                        "Raw Cognitive Density": 1.051
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.15%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "76.93%",
+                        "Error & Exception Exposure": "95.94%",
+                        "Tech Debt Exposure": "47.98%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.39%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "46.67%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "37.23%",
+                        "Documentation Exposure": "19.63%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "portdistcheck::distcheck_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 13
+                            "Start Line": 53,
+                            "End Line": 53
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
+                        "Control Flow Branches": 23,
                         "Sequential Logic Declarations": 4,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "I/O and Network Boundaries": 1,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 68,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 2,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -554527,24 +553819,24 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2,
+                        "Structural Space Indentations": 79,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 1,
+                        "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
+                        "Regex Execution": 0,
                         "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
@@ -554572,7 +553864,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554586,29 +553878,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 3,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
+                    "9. Extracted Dependencies": [
+                        "portfetch",
+                        "portutil"
+                    ]
                 },
-                "shell/curl/typos.sh": {
+                "tcl/macports_port_api/portdistfiles.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "typos.sh",
-                        "Path": "shell/curl/typos.sh",
-                        "Language": "Shell",
-                        "Architect": "(C) Viktor Szakats",
+                        "Filename": "portdistfiles.tcl",
+                        "Path": "tcl/macports_port_api/portdistfiles.tcl",
+                        "Language": "Tcl",
+                        "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "shell",
-                        "Lock Tier": 0,
-                        "Identity Proof": "Absolute Consensus (Ext + Shebang)"
+                        "Folder Dominant Lang": "tcl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 5039.22,
-                        "Y": 128.17,
-                        "Z": -1721.33
+                        "X": -7605.63,
+                        "Y": -3.2,
+                        "Z": -1802.56
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554617,71 +553912,81 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 15,
-                        "Coding LOC": 8,
-                        "Documentation LOC": 3,
-                        "Structural Magnitude": 1.86,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 102,
+                        "Coding LOC": 48,
+                        "Documentation LOC": 37,
+                        "Structural Magnitude": 17.96,
+                        "Control Flow Ratio": "61.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.75
+                        "Raw Cognitive Density": 0.812
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "5.0%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "100.0%",
-                        "Testing Exposure": "1.31%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "56.22%",
+                        "Error & Exception Exposure": "74.75%",
+                        "Tech Debt Exposure": "98.62%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "1.5%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "99.98%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "53.33%",
+                        "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "41.48%",
+                        "Documentation Exposure": "26.53%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "__global_context__",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 14,
+                            "Function Name": "portdistfiles::distfiles_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1,
-                            "End Line": 14
+                            "Start Line": 49,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "portdistfiles::distfiles_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 54,
+                            "End Line": 54
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 3,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
+                        "Control Flow Branches": 8,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 13,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 3,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 0,
-                        "Authorship Metadata": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
@@ -554701,11 +554006,11 @@
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 4,
+                        "Structural Space Indentations": 31,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -554730,7 +554035,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -554740,7 +554045,7 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
@@ -554754,41 +554059,21 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 0,
+                        "Direct Upstream (Fragility)": 3,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 4,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
-                    "9. Extracted Dependencies": []
-                }
-            }
-        },
-        "tcl/macports_port_api": {
-            "Directory Group Magnitude": 2443.68,
-            "File Count": 18,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "64.97%",
-                "Error & Exception Exposure": "86.12%",
-                "Tech Debt Exposure": "61.36%",
-                "Testing Exposure": "2.33%",
-                "API Exposure": "2.76%",
-                "Concurrency Exposure": "1.54%",
-                "State Flux Exposure": "94.08%",
-                "Commented Logic Exposure": "4.74%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "23.74%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "tcl/macports_port_api/fetch_common.tcl": {
+                    "9. Extracted Dependencies": [
+                        "portchecksum",
+                        "portfetch",
+                        "portutil"
+                    ]
+                },
+                "tcl/macports_port_api/portextract.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "fetch_common.tcl",
-                        "Path": "tcl/macports_port_api/fetch_common.tcl",
+                        "Filename": "portextract.tcl",
+                        "Path": "tcl/macports_port_api/portextract.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -554798,9 +554083,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7061.63,
-                        "Y": 53.06,
-                        "Z": -1290.89
+                        "X": -7289.73,
+                        "Y": -96.89,
+                        "Z": -426.69
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -554809,143 +554094,153 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 281,
-                        "Coding LOC": 190,
-                        "Documentation LOC": 58,
-                        "Structural Magnitude": 177.7,
-                        "Control Flow Ratio": "66.7%",
+                        "Total LOC": 278,
+                        "Coding LOC": 202,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 63.04,
+                        "Control Flow Ratio": "50.0%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.039
+                        "Raw Cognitive Density": 0.817
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.09%",
-                        "Error & Exception Exposure": "97.13%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "56.64%",
+                        "Error & Exception Exposure": "74.62%",
+                        "Tech Debt Exposure": "58.58%",
                         "Testing Exposure": "2.34%",
-                        "API Exposure": "6.68%",
+                        "API Exposure": "7.74%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "8.63%",
+                        "State Flux Exposure": "99.47%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "41.18%",
+                        "Documentation Exposure": "45.39%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portfetch::mirror_sites",
-                            "Structural Impact": 2.3,
+                            "Function Name": "portextract::set_extract_type",
+                            "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 104,
-                            "End Line": 104
+                            "Start Line": 158,
+                            "End Line": 158
                         },
                         {
-                            "Function Name": "portfetch::assemble_url",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portextract::disttagclean",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 77,
-                            "End Line": 77
+                            "Start Line": 194,
+                            "End Line": 194
                         },
                         {
-                            "Function Name": "portfetch::checksites",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portextract::extract_start",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 162,
-                            "End Line": 162
+                            "Start Line": 204,
+                            "End Line": 204
                         },
                         {
-                            "Function Name": "portfetch::sortsites",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portextract::extract_main",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 231,
-                            "End Line": 231
+                            "Start Line": 224,
+                            "End Line": 224
                         },
                         {
-                            "Function Name": "portfetch::percent_encode",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portextract::get_extract_cmd",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 49
+                            "Start Line": 74,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "portfetch::separate_tag",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portextract::get_extract_pre_args",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 87,
-                            "End Line": 87
+                            "Start Line": 101,
+                            "End Line": 101
                         },
                         {
-                            "Function Name": "portfetch::get_urls",
+                            "Function Name": "portextract::get_extract_post_args",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 254,
-                            "End Line": 254
+                            "Start Line": 118,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "portfetch::check_dns",
+                            "Function Name": "portextract::get_extract_suffix",
                             "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 275,
-                            "End Line": 275
+                            "Start Line": 135,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "portextract::add_extract_deps",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 172,
+                            "End Line": 172
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 50,
-                        "Sequential Logic Declarations": 25,
-                        "Function Parameters": 8,
-                        "Function/Method Declarations": 8,
+                        "Control Flow Branches": 56,
+                        "Sequential Logic Declarations": 56,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 4,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 3,
-                        "Exposed API / Public Exports": 9,
-                        "State Mutations / Variable Reassignments": 152,
-                        "Commented-out Code (Dead Logic)": 2,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 37,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 12,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 6,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 3,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -554957,17 +554252,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 4,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 2,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 167,
+                        "Structural Space Indentations": 159,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -555016,21 +554311,20 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 4
                     },
                     "9. Extracted Dependencies": [
-                        "$mirrorfile",
-                        "Pextlib",
+                        "port",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portactivate.tcl": {
+                "tcl/macports_port_api/portfetch.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portactivate.tcl",
-                        "Path": "tcl/macports_port_api/portactivate.tcl",
+                        "Filename": "portfetch.tcl",
+                        "Path": "tcl/macports_port_api/portfetch.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -555040,9 +554334,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7984.64,
-                        "Y": -125.15,
-                        "Z": -374.84
+                        "X": -7802.61,
+                        "Y": -126.43,
+                        "Z": -981.13
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555051,534 +554345,303 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 109,
-                        "Coding LOC": 56,
-                        "Documentation LOC": 38,
-                        "Structural Magnitude": 25.62,
-                        "Control Flow Ratio": "53.3%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 762,
+                        "Coding LOC": 581,
+                        "Documentation LOC": 97,
+                        "Structural Magnitude": 304.42,
+                        "Control Flow Ratio": "61.4%",
+                        "Popularity Rank": 3,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.911
+                        "Raw Cognitive Density": 1.003
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.54%",
-                        "Error & Exception Exposure": "84.62%",
-                        "Tech Debt Exposure": "99.39%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "1.47%",
+                        "Cognitive Load Exposure": "73.34%",
+                        "Error & Exception Exposure": "82.83%",
+                        "Tech Debt Exposure": "11.64%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "9.44%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "10.21%",
+                        "Commented Logic Exposure": "5.31%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "24.09%",
+                        "Documentation Exposure": "38.01%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portactivate::activate_start",
+                            "Function Name": "portfetch::set_fetch_type",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 127,
+                            "End Line": 127
+                        },
+                        {
+                            "Function Name": "portfetch::fetchfiles",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 451,
+                            "End Line": 451
+                        },
+                        {
+                            "Function Name": "portfetch::find_git_path",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 53
+                            "Start Line": 158,
+                            "End Line": 158
                         },
                         {
-                            "Function Name": "portactivate::activate_main",
+                            "Function Name": "portfetch::suffix",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 61,
-                            "End Line": 61
+                            "Start Line": 172,
+                            "End Line": 172
                         },
                         {
-                            "Function Name": "portactivate::activate_finish",
+                            "Function Name": "portfetch::checkpatchfiles",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 85,
-                            "End Line": 85
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 7,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 19,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 37,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portbuild.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portbuild.tcl",
-                        "Path": "tcl/macports_port_api/portbuild.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8108.56,
-                        "Y": -83.53,
-                        "Z": -1627.52
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 228,
-                        "Coding LOC": 166,
-                        "Documentation LOC": 41,
-                        "Structural Magnitude": 54.42,
-                        "Control Flow Ratio": "48.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.657
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "40.77%",
-                        "Error & Exception Exposure": "78.28%",
-                        "Tech Debt Exposure": "92.2%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "1.28%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.95%",
-                        "Commented Logic Exposure": "6.88%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.66%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 178,
+                            "End Line": 178
+                        },
                         {
-                            "Function Name": "portbuild::build_getmaketype",
+                            "Function Name": "portfetch::checkdistfiles",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 92,
-                            "End Line": 92
+                            "Start Line": 201,
+                            "End Line": 201
                         },
                         {
-                            "Function Name": "portbuild::build_getjobs",
+                            "Function Name": "portfetch::checkfiles",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 142,
-                            "End Line": 142
+                            "Start Line": 229,
+                            "End Line": 229
                         },
                         {
-                            "Function Name": "portbuild::build_getargs",
+                            "Function Name": "portfetch::bzrfetch",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 175,
-                            "End Line": 175
+                            "Start Line": 247,
+                            "End Line": 247
                         },
                         {
-                            "Function Name": "portbuild::build_getjobsarg",
+                            "Function Name": "portfetch::cvsfetch",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 187,
-                            "End Line": 187
+                            "Start Line": 287,
+                            "End Line": 287
                         },
                         {
-                            "Function Name": "portbuild::build_start",
+                            "Function Name": "portfetch::svn_proxy_args",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 204,
-                            "End Line": 204
+                            "Start Line": 336,
+                            "End Line": 336
                         },
                         {
-                            "Function Name": "portbuild::build_main",
+                            "Function Name": "portfetch::svnfetch",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 215,
-                            "End Line": 215
+                            "Start Line": 357,
+                            "End Line": 357
                         },
                         {
-                            "Function Name": "portbuild::add_automatic_buildsystem_dependencies",
-                            "Structural Impact": 1.1,
+                            "Function Name": "portfetch::gitfetch",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 71,
-                            "End Line": 71
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 24,
-                        "Sequential Logic Declarations": 26,
-                        "Function Parameters": 7,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 40,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 126,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 7,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portprogress",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portbump.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portbump.tcl",
-                        "Path": "tcl/macports_port_api/portbump.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7236.67,
-                        "Y": -68.34,
-                        "Z": -783.03
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 378,
-                        "Coding LOC": 224,
-                        "Documentation LOC": 110,
-                        "Structural Magnitude": 192.38,
-                        "Control Flow Ratio": "71.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.04
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.15%",
-                        "Error & Exception Exposure": "96.5%",
-                        "Tech Debt Exposure": "57.2%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "1.17%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 395,
+                            "End Line": 395
+                        },
                         {
-                            "Function Name": "portbump::find_revision_line",
-                            "Structural Impact": 2.3,
+                            "Function Name": "portfetch::hgfetch",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 4,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 97,
-                            "End Line": 97
+                            "Start Line": 427,
+                            "End Line": 427
                         },
                         {
-                            "Function Name": "portbump::replace_checksums",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portfetch::fetch_deletefiles",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 59
+                            "Start Line": 601,
+                            "End Line": 601
                         },
                         {
-                            "Function Name": "portbump::reset_revision",
-                            "Structural Impact": 1.8,
+                            "Function Name": "portfetch::fetch_addfilestomap",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 2,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 166,
-                            "End Line": 166
+                            "Start Line": 612,
+                            "End Line": 612
                         },
                         {
-                            "Function Name": "portbump::bump_start",
+                            "Function Name": "portfetch::fetch_async_start",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 179,
-                            "End Line": 179
+                            "Start Line": 635,
+                            "End Line": 635
                         },
                         {
-                            "Function Name": "portbump::bump_main",
+                            "Function Name": "portfetch::fetch_init",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 189,
-                            "End Line": 189
+                            "Start Line": 685,
+                            "End Line": 685
+                        },
+                        {
+                            "Function Name": "portfetch::fetch_start",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 724,
+                            "End Line": 724
+                        },
+                        {
+                            "Function Name": "portfetch::fetch_main",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 743,
+                            "End Line": 743
+                        },
+                        {
+                            "Function Name": "portfetch::get_full_mirror_sites_path",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 222,
+                            "End Line": 222
+                        },
+                        {
+                            "Function Name": "portfetch::files_present",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 623,
+                            "End Line": 623
+                        },
+                        {
+                            "Function Name": "portfetch::_async_cleanup",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 655,
+                            "End Line": 655
+                        },
+                        {
+                            "Function Name": "portfetch::start_pings",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 665,
+                            "End Line": 665
+                        },
+                        {
+                            "Function Name": "portfetch::_fetch_start",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 693,
+                            "End Line": 693
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 55,
-                        "Sequential Logic Declarations": 22,
-                        "Function Parameters": 5,
-                        "Function/Method Declarations": 5,
+                        "Control Flow Branches": 132,
+                        "Sequential Logic Declarations": 83,
+                        "Function Parameters": 24,
+                        "Function/Method Declarations": 24,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 7,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 28,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 178,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "Defensive Programming Constructs": 38,
+                        "Type/Safety Bypasses": 4,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 38,
+                        "Exposed API / Public Exports": 25,
+                        "State Mutations / Variable Reassignments": 233,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 2,
+                        "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
+                        "Global State Dependencies": 24,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 5,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 4,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -555588,19 +554651,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 13,
+                        "Fatal Aborts & Exceptions": 15,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 3,
+                        "Bitwise Operations": 9,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 4,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 204,
+                        "Structural Space Indentations": 472,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -555625,7 +554688,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 5,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -555635,34 +554698,36 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 4,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
+                        "Sec Tainted Injection": 5,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "portchecksum",
+                        "Pextlib",
+                        "fetch_common",
+                        "portextract",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portchecksum.tcl": {
+                "tcl/macports_port_api/portinstall.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portchecksum.tcl",
-                        "Path": "tcl/macports_port_api/portchecksum.tcl",
+                        "Filename": "portinstall.tcl",
+                        "Path": "tcl/macports_port_api/portinstall.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -555672,9 +554737,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7825.0,
-                        "Y": -48.85,
-                        "Z": -1786.98
+                        "X": -7441.22,
+                        "Y": -50.38,
+                        "Z": -1498.05
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555684,149 +554749,99 @@
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
                         "Total LOC": 395,
-                        "Coding LOC": 199,
-                        "Documentation LOC": 135,
-                        "Structural Magnitude": 164.78,
-                        "Control Flow Ratio": "57.1%",
-                        "Popularity Rank": 3,
+                        "Coding LOC": 282,
+                        "Documentation LOC": 78,
+                        "Structural Magnitude": 203.94,
+                        "Control Flow Ratio": "76.3%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.001
+                        "Raw Cognitive Density": 0.991
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.2%",
-                        "Error & Exception Exposure": "94.71%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.35%",
-                        "API Exposure": "7.29%",
+                        "Cognitive Load Exposure": "72.4%",
+                        "Error & Exception Exposure": "94.77%",
+                        "Tech Debt Exposure": "34.56%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "1.16%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "8.98%",
+                        "Commented Logic Exposure": "5.88%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.14%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portchecksum::verify_checksum_format",
+                            "Function Name": "portinstall::create_archive",
                             "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 70,
-                            "End Line": 70
-                        },
-                        {
-                            "Function Name": "portchecksum::parse_checksums",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
                             "Start Line": 112,
                             "End Line": 112
                         },
                         {
-                            "Function Name": "portchecksum::calc_md5",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 191,
-                            "End Line": 191
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_sha1",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 200,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_rmd160",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 209,
-                            "End Line": 209
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_sha256",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 218,
-                            "End Line": 218
-                        },
-                        {
-                            "Function Name": "portchecksum::calc_size",
+                            "Function Name": "portinstall::get_path_commit",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 227,
-                            "End Line": 227
+                            "Start Line": 57,
+                            "End Line": 57
                         },
                         {
-                            "Function Name": "portchecksum::checksum_start",
+                            "Function Name": "portinstall::install_start",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 235,
-                            "End Line": 235
+                            "Start Line": 94,
+                            "End Line": 94
                         },
                         {
-                            "Function Name": "portchecksum::checksum_main",
+                            "Function Name": "portinstall::install_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 245
+                            "Start Line": 285,
+                            "End Line": 285
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 40,
-                        "Sequential Logic Declarations": 30,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
+                        "Control Flow Branches": 58,
+                        "Sequential Logic Declarations": 18,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 6,
+                        "Defensive Programming Constructs": 11,
                         "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 24,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 137,
-                        "Commented-out Code (Dead Logic)": 3,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 48,
+                        "Exposed API / Public Exports": 1,
+                        "State Mutations / Variable Reassignments": 191,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
+                        "Global State Dependencies": 4,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
+                        "Scientific & Mathematical Operations": 4,
                         "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -555839,19 +554854,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 26,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 5,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 5,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 3,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 169,
+                        "Structural Space Indentations": 261,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -555876,7 +554891,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -555893,26 +554908,27 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 2,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
+                        "machista",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portclean.tcl": {
+                "tcl/macports_port_api/portlint.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portclean.tcl",
-                        "Path": "tcl/macports_port_api/portclean.tcl",
+                        "Filename": "portlint.tcl",
+                        "Path": "tcl/macports_port_api/portlint.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -555922,9 +554938,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6945.36,
-                        "Y": 32.05,
-                        "Z": -998.43
+                        "X": -7565.26,
+                        "Y": -78.71,
+                        "Z": -1053.31
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -555933,122 +554949,122 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 297,
-                        "Coding LOC": 219,
-                        "Documentation LOC": 51,
-                        "Structural Magnitude": 102.38,
-                        "Control Flow Ratio": "83.8%",
+                        "Total LOC": 928,
+                        "Coding LOC": 721,
+                        "Documentation LOC": 92,
+                        "Structural Magnitude": 582.42,
+                        "Control Flow Ratio": "82.7%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.056
+                        "Raw Cognitive Density": 1.034
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "77.27%",
-                        "Error & Exception Exposure": "76.47%",
-                        "Tech Debt Exposure": "69.22%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "1.22%",
-                        "Concurrency Exposure": "0.0%",
+                        "Cognitive Load Exposure": "75.72%",
+                        "Error & Exception Exposure": "95.92%",
+                        "Tech Debt Exposure": "40.91%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.01%",
+                        "Concurrency Exposure": "27.76%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "Commented Logic Exposure": "6.84%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.74%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portclean::clean_start",
+                            "Function Name": "portlint::seems_utf8",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 51,
-                            "End Line": 51
+                            "Start Line": 87,
+                            "End Line": 87
                         },
                         {
-                            "Function Name": "portclean::clean_main",
+                            "Function Name": "portlint::lint_checksum_type_list",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 61,
-                            "End Line": 61
+                            "Start Line": 125,
+                            "End Line": 125
                         },
                         {
-                            "Function Name": "portclean::clean_dist",
+                            "Function Name": "portlint::lint_checksum",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 94,
-                            "End Line": 94
+                            "Start Line": 157,
+                            "End Line": 157
                         },
                         {
-                            "Function Name": "portclean::clean_work",
+                            "Function Name": "portlint::lint_platforms",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 177,
-                            "End Line": 177
+                            "Start Line": 258,
+                            "End Line": 258
                         },
                         {
-                            "Function Name": "portclean::clean_logs",
+                            "Function Name": "portlint::lint_start",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 227,
-                            "End Line": 227
+                            "Start Line": 283,
+                            "End Line": 283
                         },
                         {
-                            "Function Name": "portclean::clean_archive",
+                            "Function Name": "portlint::lint_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 244,
-                            "End Line": 244
+                            "Start Line": 288,
+                            "End Line": 288
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 62,
-                        "Sequential Logic Declarations": 12,
+                        "Control Flow Branches": 182,
+                        "Sequential Logic Declarations": 38,
                         "Function Parameters": 6,
                         "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 24,
-                        "Type/Safety Bypasses": 1,
+                        "Defensive Programming Constructs": 30,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 27,
+                        "I/O and Network Boundaries": 14,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 88,
-                        "Commented-out Code (Dead Logic)": 0,
+                        "State Mutations / Variable Reassignments": 552,
+                        "Commented-out Code (Dead Logic)": 4,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
+                        "Global State Dependencies": 10,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
                         "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 6,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
@@ -556063,15 +555079,15 @@
                         "Explicit Type Casts": 0,
                         "Fatal Aborts & Exceptions": 3,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 44,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 1,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 194,
+                        "Structural Space Indentations": 697,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556122,18 +555138,18 @@
                     "8. Dependency Network": {
                         "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Pextlib",
+                        "portchecksum",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portdeactivate.tcl": {
+                "tcl/macports_port_api/portlivecheck.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portdeactivate.tcl",
-                        "Path": "tcl/macports_port_api/portdeactivate.tcl",
+                        "Filename": "portlivecheck.tcl",
+                        "Path": "tcl/macports_port_api/portlivecheck.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -556143,9 +555159,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -6896.74,
-                        "Y": -17.15,
-                        "Z": -594.26
+                        "X": -7647.78,
+                        "Y": -103.05,
+                        "Z": -382.94
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556154,80 +555170,100 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 33,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 8.66,
-                        "Control Flow Ratio": "60.0%",
+                        "Total LOC": 364,
+                        "Coding LOC": 286,
+                        "Documentation LOC": 52,
+                        "Structural Magnitude": 174.92,
+                        "Control Flow Ratio": "82.5%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.576
+                        "Raw Cognitive Density": 1.065
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "33.25%",
-                        "Error & Exception Exposure": "78.71%",
-                        "Tech Debt Exposure": "99.94%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "1.6%",
+                        "Cognitive Load Exposure": "77.88%",
+                        "Error & Exception Exposure": "90.54%",
+                        "Tech Debt Exposure": "33.98%",
+                        "Testing Exposure": "2.31%",
+                        "API Exposure": "1.17%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "93.98%",
-                        "Commented Logic Exposure": "14.19%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "36.49%",
+                        "Documentation Exposure": "13.25%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdeactivate::deactivate_start",
+                            "Function Name": "portlivecheck::_livecheck_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 50,
-                            "End Line": 50
+                            "Start Line": 81,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "portdeactivate::deactivate_main",
+                            "Function Name": "portlivecheck::livecheck_main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 58,
-                            "End Line": 58
+                            "Start Line": 361,
+                            "End Line": 361
+                        },
+                        {
+                            "Function Name": "portlivecheck::livecheck_async_start",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "portlivecheck::_async_cleanup",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 68,
+                            "End Line": 68
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 6,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
+                        "Control Flow Branches": 85,
+                        "Sequential Logic Declarations": 18,
+                        "Function Parameters": 4,
+                        "Function/Method Declarations": 4,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
+                        "Defensive Programming Constructs": 14,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
+                        "I/O and Network Boundaries": 12,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 4,
-                        "Commented-out Code (Dead Logic)": 1,
+                        "State Mutations / Variable Reassignments": 163,
+                        "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -556242,17 +555278,17 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 6,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 8,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
+                        "Resource Deallocation & Cleanup": 7,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 17,
+                        "Structural Space Indentations": 255,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556277,7 +555313,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 4,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556287,33 +555323,34 @@
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
+                        "Commented-Out Executable Logic": 1,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
+                        "Sec Tainted Injection": 3,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Upstream (Absolute Fragility)": 3,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
+                        "portfetch",
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portdepends.tcl": {
+                "tcl/macports_port_api/portload.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portdepends.tcl",
-                        "Path": "tcl/macports_port_api/portdepends.tcl",
+                        "Filename": "portload.tcl",
+                        "Path": "tcl/macports_port_api/portload.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -556323,9 +555360,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8291.68,
-                        "Y": -149.66,
-                        "Z": -1143.85
+                        "X": -6767.66,
+                        "Y": 9.14,
+                        "Z": -1291.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556334,74 +555371,64 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 75,
-                        "Coding LOC": 31,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 5.62,
-                        "Control Flow Ratio": "42.9%",
+                        "Total LOC": 93,
+                        "Coding LOC": 54,
+                        "Documentation LOC": 31,
+                        "Structural Magnitude": 28.58,
+                        "Control Flow Ratio": "81.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.258
+                        "Raw Cognitive Density": 1.157
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "12.26%",
-                        "Error & Exception Exposure": "75.9%",
-                        "Tech Debt Exposure": "99.97%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "1.6%",
+                        "Cognitive Load Exposure": "83.61%",
+                        "Error & Exception Exposure": "88.28%",
+                        "Tech Debt Exposure": "84.11%",
+                        "Testing Exposure": "2.32%",
+                        "API Exposure": "1.53%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "35.12%",
+                        "Documentation Exposure": "28.14%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdepends::validate_depends_options",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 57,
-                            "End Line": 57
-                        },
-                        {
-                            "Function Name": "portdepends::validate_depends_options_new",
-                            "Structural Impact": 2.0,
+                            "Function Name": "portload::load_main",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 72,
-                            "End Line": 72
+                            "Start Line": 49,
+                            "End Line": 49
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 3,
+                        "Control Flow Branches": 17,
                         "Sequential Logic Declarations": 4,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
+                        "Function Parameters": 1,
+                        "Function/Method Declarations": 1,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 0,
+                        "Defensive Programming Constructs": 3,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
+                        "I/O and Network Boundaries": 1,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 0,
+                        "State Mutations / Variable Reassignments": 25,
                         "Commented-out Code (Dead Logic)": 0,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 0,
+                        "Global State Dependencies": 1,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
@@ -556422,9 +555449,9 @@
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 2,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
@@ -556432,7 +555459,7 @@
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 12,
+                        "Structural Space Indentations": 41,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556457,7 +555484,7 @@
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556490,10 +555517,10 @@
                         "portutil"
                     ]
                 },
-                "tcl/macports_port_api/portdestroot.tcl": {
+                "tcl/macports_port_api/portmain.tcl": {
                     "1. Artifact Identity": {
-                        "Filename": "portdestroot.tcl",
-                        "Path": "tcl/macports_port_api/portdestroot.tcl",
+                        "Filename": "portmain.tcl",
+                        "Path": "tcl/macports_port_api/portmain.tcl",
                         "Language": "Tcl",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
@@ -556503,9 +555530,9 @@
                         "Identity Proof": "Single Indicator (Ext: .tcl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7978.88,
-                        "Y": -120.86,
-                        "Z": -1065.73
+                        "X": -8120.7,
+                        "Y": -125.97,
+                        "Z": -728.01
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556514,88 +555541,108 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 454,
-                        "Coding LOC": 348,
-                        "Documentation LOC": 71,
-                        "Structural Magnitude": 185.96,
-                        "Control Flow Ratio": "83.3%",
+                        "Total LOC": 255,
+                        "Coding LOC": 181,
+                        "Documentation LOC": 50,
+                        "Structural Magnitude": 78.52,
+                        "Control Flow Ratio": "57.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.052
+                        "Raw Cognitive Density": 0.906
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.97%",
-                        "Error & Exception Exposure": "88.76%",
-                        "Tech Debt Exposure": "78.1%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.13%",
+                        "Cognitive Load Exposure": "65.12%",
+                        "Error & Exception Exposure": "81.49%",
+                        "Tech Debt Exposure": "98.06%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "1.25%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "11.83%",
+                        "Commented Logic Exposure": "6.62%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "14.23%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdestroot::destroot_getargs",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portmain::check_option_integer",
+                            "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 71,
-                            "End Line": 71
+                            "Start Line": 65,
+                            "End Line": 65
                         },
                         {
-                            "Function Name": "portdestroot::destroot_start",
+                            "Function Name": "portmain::main",
                             "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 83,
-                            "End Line": 83
+                            "Start Line": 252,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "portdestroot::destroot_main",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portmain::get_default_subport",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 128,
-                            "End Line": 128
+                            "Start Line": 88,
+                            "End Line": 88
                         },
                         {
-                            "Function Name": "portdestroot::destroot_finish",
-                            "Structural Impact": 1.5,
+                            "Function Name": "portmain::get_subbuildpath",
+                            "Structural Impact": 1.1,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 145,
-                            "End Line": 145
+                            "Start Line": 97,
+                            "End Line": 97
+                        },
+                        {
+                            "Function Name": "portmain::report_platform_info",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 138,
+                            "End Line": 138
+                        },
+                        {
+                            "Function Name": "portmain::get_source_date_epoch",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 173,
+                            "End Line": 173
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 95,
-                        "Sequential Logic Declarations": 19,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
+                        "Control Flow Branches": 27,
+                        "Sequential Logic Declarations": 20,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
                         "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 10,
+                        "Defensive Programming Constructs": 8,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 78,
+                        "I/O and Network Boundaries": 16,
                         "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 172,
-                        "Commented-out Code (Dead Logic)": 5,
+                        "State Mutations / Variable Reassignments": 66,
+                        "Commented-out Code (Dead Logic)": 1,
                         "Structured Documentation Blocks": 0,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
@@ -556604,13 +555651,13 @@
                         "Global State Dependencies": 6,
                         "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 7,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 1,
-                        "Acknowledged Tech Debt (FIXMEs)": 2,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
@@ -556620,19 +555667,19 @@
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 9,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
+                        "Resource Deallocation & Cleanup": 0,
                         "Private / Encapsulated Scopes": 1,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 314,
+                        "Structural Space Indentations": 109,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556649,15 +555696,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
                         "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 1,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
+                        "Orphaned Logic": 6,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556681,32 +555728,56 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 1,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "fileutil",
                         "portutil"
                     ]
-                },
-                "tcl/macports_port_api/portdistcheck.tcl": {
+                }
+            }
+        },
+        "rust/bevy": {
+            "Directory Group Magnitude": 2385.16,
+            "File Count": 7,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "22.4%",
+                "Error & Exception Exposure": "24.74%",
+                "Tech Debt Exposure": "57.68%",
+                "Testing Exposure": "13.45%",
+                "API Exposure": "4.02%",
+                "Concurrency Exposure": "24.29%",
+                "State Flux Exposure": "67.87%",
+                "Commented Logic Exposure": "12.87%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "16.8%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "rust/bevy/bevy_ecs_macros.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "portdistcheck.tcl",
-                        "Path": "tcl/macports_port_api/portdistcheck.tcl",
-                        "Language": "Tcl",
+                        "Filename": "bevy_ecs_macros.rs",
+                        "Path": "rust/bevy/bevy_ecs_macros.rs",
+                        "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
+                        "Alert": "TYPOSQUATTING THREAT: 'proc_macro::TokenStream' mimics 'proc_macro2::TokenStream'",
+                        "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7211.09,
-                        "Y": 26.16,
-                        "Z": -1722.67
+                        "X": 6689.67,
+                        "Y": 41.07,
+                        "Z": -5555.41
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556715,95 +555786,425 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 143,
-                        "Coding LOC": 93,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 72.36,
-                        "Control Flow Ratio": "85.2%",
+                        "Total LOC": 792,
+                        "Coding LOC": 562,
+                        "Documentation LOC": 144,
+                        "Structural Magnitude": 274.84,
+                        "Control Flow Ratio": "24.2%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.051
+                        "Raw Cognitive Density": 0.512
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "76.93%",
-                        "Error & Exception Exposure": "95.94%",
-                        "Tech Debt Exposure": "47.98%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.39%",
+                        "Cognitive Load Exposure": "13.94%",
+                        "Error & Exception Exposure": "31.71%",
+                        "Tech Debt Exposure": "88.47%",
+                        "Testing Exposure": "2.4%",
+                        "API Exposure": "4.33%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
+                        "State Flux Exposure": "90.57%",
+                        "Commented Logic Exposure": "8.96%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "19.63%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdistcheck::distcheck_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "derive_system_param_impl",
+                            "Structural Impact": 58.6,
+                            "Lines of Code (LOC)": 237,
+                            "Control Flow Branches": 26,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "26.8%",
+                            "Start Line": 247,
+                            "End Line": 483
+                        },
+                        {
+                            "Function Name": "derive_bundle",
+                            "Structural Impact": 31.8,
+                            "Lines of Code (LOC)": 155,
+                            "Control Flow Branches": 16,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "23.9%",
+                            "Start Line": 54,
+                            "End Line": 208
+                        },
+                        {
+                            "Function Name": "derive_settings_group",
+                            "Structural Impact": 16.8,
+                            "Lines of Code (LOC)": 54,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 564,
+                            "End Line": 617
+                        },
+                        {
+                            "Function Name": "derive_from_world",
+                            "Structural Impact": 9.9,
+                            "Lines of Code (LOC)": 57,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 723,
+                            "End Line": 779
+                        },
+                        {
+                            "Function Name": "get_param",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 456,
+                            "End Line": 472
+                        },
+                        {
+                            "Function Name": "derive_map_entities",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "11.1%",
+                            "Start Line": 211,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "derive_system_param",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 237,
+                            "End Line": 246
+                        },
+                        {
+                            "Function Name": "get_components",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 158,
+                            "End Line": 175
+                        },
+                        {
+                            "Function Name": "init_access",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 444,
+                            "End Line": 446
+                        },
+                        {
+                            "Function Name": "from_components",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 191,
+                            "End Line": 200
+                        },
+                        {
+                            "Function Name": "apply_effect",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 177,
+                            "End Line": 183
+                        },
+                        {
+                            "Function Name": "apply",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 448,
+                            "End Line": 450
+                        },
+                        {
+                            "Function Name": "queue",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 452,
+                            "End Line": 454
+                        },
+                        {
+                            "Function Name": "build",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 406,
+                            "End Line": 411
+                        },
+                        {
+                            "Function Name": "map_entities",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 229,
+                            "End Line": 231
+                        },
+                        {
+                            "Function Name": "derive_schedule_label",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 53
+                            "Start Line": 500,
+                            "End Line": 509
+                        },
+                        {
+                            "Function Name": "derive_system_set",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 514,
+                            "End Line": 521
+                        },
+                        {
+                            "Function Name": "derive_component",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 714,
+                            "End Line": 720
+                        },
+                        {
+                            "Function Name": "component_ids",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 141,
+                            "End Line": 145
+                        },
+                        {
+                            "Function Name": "get_component_ids",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 147,
+                            "End Line": 151
+                        },
+                        {
+                            "Function Name": "init_state",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 438,
+                            "End Line": 442
+                        },
+                        {
+                            "Function Name": "derive_query_data",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 486,
+                            "End Line": 489
+                        },
+                        {
+                            "Function Name": "derive_query_filter",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 492,
+                            "End Line": 495
+                        },
+                        {
+                            "Function Name": "derive_event",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 528,
+                            "End Line": 531
+                        },
+                        {
+                            "Function Name": "derive_entity_event",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 546,
+                            "End Line": 549
+                        },
+                        {
+                            "Function Name": "derive_message",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 552,
+                            "End Line": 555
+                        },
+                        {
+                            "Function Name": "derive_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 558,
+                            "End Line": 561
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 774,
+                            "End Line": 776
+                        },
+                        {
+                            "Function Name": "derive_from_template",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 782,
+                            "End Line": 785
+                        },
+                        {
+                            "Function Name": "derive_variant_defaults",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 788,
+                            "End Line": 791
+                        },
+                        {
+                            "Function Name": "default",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 50
+                        },
+                        {
+                            "Function Name": "bevy_ecs_path",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 523,
+                            "End Line": 525
+                        },
+                        {
+                            "Function Name": "settings_group_name",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 607,
+                            "End Line": 609
+                        },
+                        {
+                            "Function Name": "settings_source",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 610,
+                            "End Line": 612
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 23,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 58,
+                        "Sequential Logic Declarations": 182,
+                        "Function Parameters": 64,
+                        "Function/Method Declarations": 34,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 59,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 68,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 17,
+                        "State Mutations / Variable Reassignments": 70,
+                        "Commented-out Code (Dead Logic)": 6,
+                        "Structured Documentation Blocks": 132,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 3,
+                        "Closures and Anonymous Functions": 8,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 26,
+                        "Generic Type Abstractions": 42,
+                        "Collection Iterators / Comprehensions": 31,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
+                        "Module Dependencies (Imports)": 7,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
+                        "Planned Work (TODOs)": 10,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
+                        "Preprocessor Macros": 18,
+                        "Pointer Arithmetic & Addressing": 29,
+                        "Manual Memory Allocation": 2,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 6,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
+                        "Immutable Data Declarations": 9,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Private / Encapsulated Scopes": 17,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 79,
+                        "Structural Space Indentations": 477,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -556820,15 +556221,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 85,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 79,
+                        "Design Pascal Case": 4,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Short Vars": 5,
+                        "Design Long Vars": 2,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
+                        "Orphaned Logic": 12,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -556841,7 +556242,7 @@
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
@@ -556852,32 +556253,53 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
+                        "Direct Upstream (Fragility)": 23,
                         "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 3,
+                        "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "portfetch",
-                        "portutil"
+                        "BevyManifest",
+                        "ConstParam",
+                        "Data",
+                        "DeriveInput",
+                        "GenericParam",
+                        "Span",
+                        "ToTokens",
+                        "TypeParam",
+                        "bevy_macro_utils::\n    derive_label",
+                        "crate::\n    component::map_entities",
+                        "ensure_no_collision",
+                        "get_struct_fields",
+                        "parse_quote",
+                        "pascal_to_snake_case",
+                        "proc_macro2::Ident",
+                        "proc_macro::TokenStream",
+                        "punctuated::Punctuated",
+                        "query_data::derive_query_data_impl",
+                        "query_filter::derive_query_filter_impl",
+                        "quote",
+                        "quote::format_ident",
+                        "syn::\n    parse_macro_input",
+                        "token::Comma"
                     ]
                 },
-                "tcl/macports_port_api/portdistfiles.tcl": {
+                "rust/bevy/bevy_ecs_query.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "portdistfiles.tcl",
-                        "Path": "tcl/macports_port_api/portdistfiles.tcl",
-                        "Language": "Tcl",
+                        "Filename": "bevy_ecs_query.rs",
+                        "Path": "rust/bevy/bevy_ecs_query.rs",
+                        "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
+                        "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7605.63,
-                        "Y": -3.2,
-                        "Z": -1802.56
+                        "X": 6407.18,
+                        "Y": 4.05,
+                        "Z": -4717.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -556886,758 +556308,405 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 102,
-                        "Coding LOC": 48,
-                        "Documentation LOC": 37,
-                        "Structural Magnitude": 17.96,
-                        "Control Flow Ratio": "61.5%",
+                        "Total LOC": 855,
+                        "Coding LOC": 715,
+                        "Documentation LOC": 32,
+                        "Structural Magnitude": 596.3,
+                        "Control Flow Ratio": "8.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.812
+                        "Raw Cognitive Density": 1.688
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "56.22%",
-                        "Error & Exception Exposure": "74.75%",
-                        "Tech Debt Exposure": "98.62%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "1.5%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.98%",
+                        "Cognitive Load Exposure": "81.31%",
+                        "Error & Exception Exposure": "56.21%",
+                        "Tech Debt Exposure": "40.08%",
+                        "Testing Exposure": "2.33%",
+                        "API Exposure": "3.8%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "99.64%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "26.53%",
+                        "Documentation Exposure": "16.06%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portdistfiles::distfiles_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_filtered_exactsizeiterator_len",
+                            "Structural Impact": 14.8,
+                            "Lines of Code (LOC)": 135,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "12.7%",
+                            "Start Line": 159,
+                            "End Line": 293
+                        },
+                        {
+                            "Function Name": "derived_worldqueries",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 183,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 49
+                            "Start Line": 528,
+                            "End Line": 710
                         },
                         {
-                            "Function Name": "portdistfiles::distfiles_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "assert_all_sizes_iterator_equal",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 212,
+                            "End Line": 239
+                        },
+                        {
+                            "Function Name": "choose",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 161,
+                            "End Line": 168
+                        },
+                        {
+                            "Function Name": "many_entities",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "13.0%",
+                            "Start Line": 712,
+                            "End Line": 751
+                        },
+                        {
+                            "Function Name": "query_filtered_iter_combinations",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 74,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "3.8%",
+                            "Start Line": 352,
+                            "End Line": 425
+                        },
+                        {
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 54,
-                            "End Line": 54
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 8,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 2,
-                        "Function/Method Declarations": 2,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 6,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 13,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 3,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 31,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 4,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portchecksum",
-                        "portfetch",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portextract.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portextract.tcl",
-                        "Path": "tcl/macports_port_api/portextract.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7289.73,
-                        "Y": -96.89,
-                        "Z": -426.69
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 278,
-                        "Coding LOC": 202,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 63.04,
-                        "Control Flow Ratio": "50.0%",
-                        "Popularity Rank": 1,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.817
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "56.64%",
-                        "Error & Exception Exposure": "74.62%",
-                        "Tech Debt Exposure": "58.58%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "7.74%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "99.47%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "45.39%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "portextract::set_extract_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 158
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 53,
+                            "End Line": 61
                         },
                         {
-                            "Function Name": "portextract::disttagclean",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 194,
-                            "End Line": 194
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 70,
+                            "End Line": 78
                         },
                         {
-                            "Function Name": "portextract::extract_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 204,
-                            "End Line": 204
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 87,
+                            "End Line": 95
                         },
                         {
-                            "Function Name": "portextract::extract_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 224,
-                            "End Line": 224
-                        },
-                        {
-                            "Function Name": "portextract::get_extract_cmd",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 74,
-                            "End Line": 74
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 102,
+                            "End Line": 109
                         },
                         {
-                            "Function Name": "portextract::get_extract_pre_args",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 101,
-                            "End Line": 101
+                            "Function Name": "system",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 739,
+                            "End Line": 746
                         },
                         {
-                            "Function Name": "portextract::get_extract_post_args",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 118,
-                            "End Line": 118
+                            "Function Name": "system",
+                            "Structural Impact": 3.8,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 728,
+                            "End Line": 733
                         },
                         {
-                            "Function Name": "portextract::get_extract_suffix",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "par_iter_mut_change_detection",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 135,
-                            "End Line": 135
+                            "Control Flow Ratio": "6.7%",
+                            "Start Line": 790,
+                            "End Line": 816
                         },
                         {
-                            "Function Name": "portextract::add_extract_deps",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_iter_combinations",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 42,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 172,
-                            "End Line": 172
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 56,
-                        "Sequential Logic Declarations": 56,
-                        "Function Parameters": 9,
-                        "Function/Method Declarations": 9,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 5,
-                        "Exposed API / Public Exports": 10,
-                        "State Mutations / Variable Reassignments": 37,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 6,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 3,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 4,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 2,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 159,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 1,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 4
-                    },
-                    "9. Extracted Dependencies": [
-                        "port",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portfetch.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portfetch.tcl",
-                        "Path": "tcl/macports_port_api/portfetch.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7802.61,
-                        "Y": -126.43,
-                        "Z": -981.13
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 762,
-                        "Coding LOC": 581,
-                        "Documentation LOC": 97,
-                        "Structural Magnitude": 304.42,
-                        "Control Flow Ratio": "61.4%",
-                        "Popularity Rank": 3,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.003
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "73.34%",
-                        "Error & Exception Exposure": "82.83%",
-                        "Tech Debt Exposure": "11.64%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "9.44%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.31%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.01%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "portfetch::set_fetch_type",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 127,
-                            "End Line": 127
-                        },
-                        {
-                            "Function Name": "portfetch::fetchfiles",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 451,
-                            "End Line": 451
+                            "Start Line": 309,
+                            "End Line": 350
                         },
                         {
-                            "Function Name": "portfetch::find_git_path",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "modify_system",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 158
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 801,
+                            "End Line": 805
                         },
                         {
-                            "Function Name": "portfetch::suffix",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 172,
-                            "End Line": 172
+                            "Function Name": "multi_storage_query",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 458,
+                            "End Line": 478
                         },
                         {
-                            "Function Name": "portfetch::checkpatchfiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 178,
-                            "End Line": 178
+                            "Function Name": "query",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "12.5%",
+                            "Start Line": 143,
+                            "End Line": 157
                         },
                         {
-                            "Function Name": "portfetch::checkdistfiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "assert_all_exact_sizes_iterator_equal",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 201,
-                            "End Line": 201
-                        },
-                        {
-                            "Function Name": "portfetch::checkfiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 229,
-                            "End Line": 229
-                        },
-                        {
-                            "Function Name": "portfetch::bzrfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 247,
-                            "End Line": 247
+                            "End Line": 211
                         },
                         {
-                            "Function Name": "portfetch::cvsfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "mut_to_immut_query_methods_have_immut_item",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 35,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 287,
-                            "End Line": 287
+                            "Start Line": 753,
+                            "End Line": 787
                         },
                         {
-                            "Function Name": "portfetch::svn_proxy_args",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "assert_all_sizes_equal",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 336,
-                            "End Line": 336
+                            "Start Line": 183,
+                            "End Line": 200
                         },
                         {
-                            "Function Name": "portfetch::svnfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "assert_combination",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 357,
-                            "End Line": 357
+                            "Start Line": 169,
+                            "End Line": 182
                         },
                         {
-                            "Function Name": "portfetch::gitfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "check_combinations",
+                            "Structural Impact": 2.3,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 395,
-                            "End Line": 395
+                            "Start Line": 296,
+                            "End Line": 307
                         },
                         {
-                            "Function Name": "portfetch::hgfetch",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_iter_combinations_sparse",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 18,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
                             "Start Line": 427,
-                            "End Line": 427
-                        },
-                        {
-                            "Function Name": "portfetch::fetch_deletefiles",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 601,
-                            "End Line": 601
-                        },
-                        {
-                            "Function Name": "portfetch::fetch_addfilestomap",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 612,
-                            "End Line": 612
+                            "End Line": 444
                         },
                         {
-                            "Function Name": "portfetch::fetch_async_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "system",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 635,
-                            "End Line": 635
+                            "Start Line": 720,
+                            "End Line": 722
                         },
                         {
-                            "Function Name": "portfetch::fetch_init",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_data_derive_where_clause",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 685,
-                            "End Line": 685
+                            "Start Line": 819,
+                            "End Line": 835
                         },
                         {
-                            "Function Name": "portfetch::fetch_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "any_query",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 724,
-                            "End Line": 724
+                            "Start Line": 480,
+                            "End Line": 495
                         },
                         {
-                            "Function Name": "portfetch::fetch_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "has_query",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 743,
-                            "End Line": 743
+                            "Start Line": 497,
+                            "End Line": 512
                         },
                         {
-                            "Function Name": "portfetch::get_full_mirror_sites_path",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "query_data_derive_contiguous_tuple",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 222,
-                            "End Line": 222
+                            "Start Line": 838,
+                            "End Line": 853
                         },
                         {
-                            "Function Name": "portfetch::files_present",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "propagate_system",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 623,
-                            "End Line": 623
+                            "Start Line": 795,
+                            "End Line": 799
                         },
                         {
-                            "Function Name": "portfetch::_async_cleanup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_many_only_mut_checks_duplicates",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 655,
-                            "End Line": 655
+                            "Start Line": 446,
+                            "End Line": 456
                         },
                         {
-                            "Function Name": "portfetch::start_pings",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "self_conflicting_worldquery",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 665,
-                            "End Line": 665
+                            "Start Line": 514,
+                            "End Line": 526
                         },
                         {
-                            "Function Name": "portfetch::_fetch_start",
-                            "Structural Impact": 1.1,
+                            "Function Name": "debug_checked_unwrap",
+                            "Structural Impact": 1.5,
                             "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 693,
-                            "End Line": 693
+                            "Start Line": 44,
+                            "End Line": 44
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 132,
-                        "Sequential Logic Declarations": 83,
-                        "Function Parameters": 24,
-                        "Function/Method Declarations": 24,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 38,
-                        "Type/Safety Bypasses": 4,
-                        "High-Risk Execution Commands": 2,
-                        "I/O and Network Boundaries": 38,
-                        "Exposed API / Public Exports": 25,
-                        "State Mutations / Variable Reassignments": 233,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Control Flow Branches": 26,
+                        "Sequential Logic Declarations": 268,
+                        "Function Parameters": 47,
+                        "Function/Method Declarations": 32,
+                        "Class/Entity Declarations": 21,
+                        "Defensive Programming Constructs": 47,
+                        "Type/Safety Bypasses": 8,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 12,
+                        "State Mutations / Variable Reassignments": 154,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 12,
+                        "Unit Test Assertions": 51,
+                        "Asynchronous/Concurrent Execution": 291,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 24,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 2,
-                        "Module Dependencies (Imports)": 4,
+                        "Closures and Anonymous Functions": 4,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 57,
+                        "Generic Type Abstractions": 143,
+                        "Collection Iterators / Comprehensions": 27,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 16,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 6,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
+                        "Ad-hoc Print / Debug Statements": 2,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 15,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 9,
+                        "Bitwise Operations": 44,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 1,
+                        "Immutable Data Declarations": 21,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 12,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 472,
+                        "Structural Space Indentations": 673,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -557654,15 +556723,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 82,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 75,
+                        "Design Pascal Case": 5,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 9,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 15,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -557670,50 +556739,87 @@
                         "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 3,
                         "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 4,
+                        "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
                         "Non-Standard / Steganographic Imports": 0,
                         "Non-Standard Unicode / Homoglyphs": 0,
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 5,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 4,
-                        "Direct Downstream (Dependency Blast Radius)": 3,
-                        "Total Upstream (Absolute Fragility)": 2,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 3
+                        "Direct Upstream (Fragility)": 41,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Pextlib",
-                        "fetch_common",
-                        "portextract",
-                        "portutil"
+                        "ArchetypeQueryData",
+                        "Changed",
+                        "Entity",
+                        "Has",
+                        "Or",
+                        "Query",
+                        "QueryCombinationIter",
+                        "QueryData",
+                        "QueryFilter",
+                        "QueryState",
+                        "ReadOnlyQueryData",
+                        "Schedule",
+                        "System",
+                        "SystemState",
+                        "With",
+                        "Without",
+                        "access::*",
+                        "access_iter::*",
+                        "alloc::vec",
+                        "bevy_ecs::query::Added",
+                        "bevy_ecs_macros::QueryData",
+                        "builder::*",
+                        "core::any::type_name",
+                        "crate::\n        component::Component",
+                        "error::*",
+                        "fetch::*",
+                        "filter::*",
+                        "fmt::Debug",
+                        "hash::Hash",
+                        "iter::*",
+                        "par_iter::*",
+                        "prelude::AnyOf",
+                        "println",
+                        "query::\n            ArchetypeFilter",
+                        "schedule::IntoScheduleConfigs",
+                        "state::*",
+                        "std::collections::HashSet",
+                        "system::IntoSystem",
+                        "vec::Vec",
+                        "world::World",
+                        "world_query::*"
                     ]
                 },
-                "tcl/macports_port_api/portinstall.tcl": {
+                "rust/bevy/bevy_ecs_table.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "portinstall.tcl",
-                        "Path": "tcl/macports_port_api/portinstall.tcl",
-                        "Language": "Tcl",
+                        "Filename": "bevy_ecs_table.rs",
+                        "Path": "rust/bevy/bevy_ecs_table.rs",
+                        "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
+                        "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -7441.22,
-                        "Y": -50.38,
-                        "Z": -1498.05
+                        "X": 6975.55,
+                        "Y": -122.07,
+                        "Z": -4573.65
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -557722,26 +556828,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 395,
-                        "Coding LOC": 282,
-                        "Documentation LOC": 78,
-                        "Structural Magnitude": 203.94,
-                        "Control Flow Ratio": "76.3%",
+                        "Total LOC": 429,
+                        "Coding LOC": 243,
+                        "Documentation LOC": 161,
+                        "Structural Magnitude": 112.76,
+                        "Control Flow Ratio": "14.8%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.991
+                        "Raw Cognitive Density": 0.583
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "72.4%",
-                        "Error & Exception Exposure": "94.77%",
-                        "Tech Debt Exposure": "34.56%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "1.16%",
+                        "Cognitive Load Exposure": "16.95%",
+                        "Error & Exception Exposure": "40.31%",
+                        "Tech Debt Exposure": "97.52%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "5.55%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "5.88%",
+                        "State Flux Exposure": "39.54%",
+                        "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -557750,910 +556856,287 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "portinstall::create_archive",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 112,
-                            "End Line": 112
+                            "Function Name": "swap_remove_unchecked",
+                            "Structural Impact": 7.0,
+                            "Lines of Code (LOC)": 21,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 79,
+                            "End Line": 99
                         },
                         {
-                            "Function Name": "portinstall::get_path_commit",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "check_change_ticks",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 17,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 258,
+                            "End Line": 274
+                        },
+                        {
+                            "Function Name": "initialize_from_unchecked",
+                            "Structural Impact": 4.1,
+                            "Lines of Code (LOC)": 34,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 57,
-                            "End Line": 57
+                            "Start Line": 219,
+                            "End Line": 252
                         },
                         {
-                            "Function Name": "portinstall::install_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "with_capacity",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 34,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "initialize",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 16,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 94,
-                            "End Line": 94
+                            "Start Line": 170,
+                            "End Line": 185
                         },
                         {
-                            "Function Name": "portinstall::install_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "replace",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 285,
-                            "End Line": 285
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 58,
-                        "Sequential Logic Declarations": 18,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 11,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 1,
-                        "I/O and Network Boundaries": 48,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 191,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 4,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 26,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 3,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 261,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "machista",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portlint.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portlint.tcl",
-                        "Path": "tcl/macports_port_api/portlint.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7565.26,
-                        "Y": -78.71,
-                        "Z": -1053.31
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 928,
-                        "Coding LOC": 721,
-                        "Documentation LOC": 92,
-                        "Structural Magnitude": 582.42,
-                        "Control Flow Ratio": "82.7%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.034
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "75.72%",
-                        "Error & Exception Exposure": "95.92%",
-                        "Tech Debt Exposure": "40.91%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.01%",
-                        "Concurrency Exposure": "27.76%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.84%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 193,
+                            "End Line": 207
+                        },
                         {
-                            "Function Name": "portlint::seems_utf8",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "swap_remove_and_forget_unchecked_nonoverlapping",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 17,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 87,
-                            "End Line": 87
+                            "Start Line": 108,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "portlint::lint_checksum_type_list",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "swap_remove_and_drop_unchecked_nonoverlapping",
+                            "Structural Impact": 2.8,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 125,
-                            "End Line": 125
+                            "Start Line": 53,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "portlint::lint_checksum",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "realloc",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 12,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 157,
-                            "End Line": 157
+                            "Start Line": 135,
+                            "End Line": 146
                         },
                         {
-                            "Function Name": "portlint::lint_platforms",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "drop",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 258
+                            "Start Line": 297,
+                            "End Line": 304
                         },
                         {
-                            "Function Name": "portlint::lint_start",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_changed_by_unchecked",
+                            "Structural Impact": 2.2,
+                            "Lines of Code (LOC)": 9,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 283,
-                            "End Line": 283
+                            "Start Line": 377,
+                            "End Line": 385
                         },
                         {
-                            "Function Name": "portlint::lint_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "alloc",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 288,
-                            "End Line": 288
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 182,
-                        "Sequential Logic Declarations": 38,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 30,
-                        "Type/Safety Bypasses": 2,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 14,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 552,
-                        "Commented-out Code (Dead Logic)": 4,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 6,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 10,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 6,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 44,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 697,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portchecksum",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portlivecheck.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portlivecheck.tcl",
-                        "Path": "tcl/macports_port_api/portlivecheck.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -7647.78,
-                        "Y": -103.05,
-                        "Z": -382.94
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 364,
-                        "Coding LOC": 286,
-                        "Documentation LOC": 52,
-                        "Structural Magnitude": 174.92,
-                        "Control Flow Ratio": "82.5%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.065
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "77.88%",
-                        "Error & Exception Exposure": "90.54%",
-                        "Tech Debt Exposure": "33.98%",
-                        "Testing Exposure": "2.31%",
-                        "API Exposure": "1.17%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "13.25%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 154,
+                            "End Line": 161
+                        },
                         {
-                            "Function Name": "portlivecheck::_livecheck_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "clear",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 81
+                            "Start Line": 281,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "portlivecheck::livecheck_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "drop_last_component",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 361,
-                            "End Line": 361
+                            "Start Line": 311,
+                            "End Line": 317
                         },
                         {
-                            "Function Name": "portlivecheck::livecheck_async_start",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_changed_by_slice",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
+                            "Start Line": 351,
+                            "End Line": 358
                         },
                         {
-                            "Function Name": "portlivecheck::_async_cleanup",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_ticks_unchecked",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 68,
-                            "End Line": 68
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 85,
-                        "Sequential Logic Declarations": 18,
-                        "Function Parameters": 4,
-                        "Function/Method Declarations": 4,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 14,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 12,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 163,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 2,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 6,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 7,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 255,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 4,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 1,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 3,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 2,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 3,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portfetch",
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portload.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portload.tcl",
-                        "Path": "tcl/macports_port_api/portload.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -6767.66,
-                        "Y": 9.14,
-                        "Z": -1291.34
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 93,
-                        "Coding LOC": 54,
-                        "Documentation LOC": 31,
-                        "Structural Magnitude": 28.58,
-                        "Control Flow Ratio": "81.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.157
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "83.61%",
-                        "Error & Exception Exposure": "88.28%",
-                        "Tech Debt Exposure": "84.11%",
-                        "Testing Exposure": "2.32%",
-                        "API Exposure": "1.53%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "28.14%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 414,
+                            "End Line": 420
+                        },
                         {
-                            "Function Name": "portload::load_main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_added_tick_unchecked",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 49,
-                            "End Line": 49
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 17,
-                        "Sequential Logic Declarations": 4,
-                        "Function Parameters": 1,
-                        "Function/Method Declarations": 1,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 1,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 1,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 25,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 1,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 2,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 41,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 0,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 1,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "portutil"
-                    ]
-                },
-                "tcl/macports_port_api/portmain.tcl": {
-                    "1. Artifact Identity": {
-                        "Filename": "portmain.tcl",
-                        "Path": "tcl/macports_port_api/portmain.tcl",
-                        "Language": "Tcl",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "tcl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .tcl)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": -8120.7,
-                        "Y": -125.97,
-                        "Z": -728.01
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 255,
-                        "Coding LOC": 181,
-                        "Documentation LOC": 50,
-                        "Structural Magnitude": 78.52,
-                        "Control Flow Ratio": "57.4%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.906
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "65.12%",
-                        "Error & Exception Exposure": "81.49%",
-                        "Tech Debt Exposure": "98.06%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "1.25%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "100.0%",
-                        "Commented Logic Exposure": "6.62%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "14.23%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
+                            "Start Line": 392,
+                            "End Line": 396
+                        },
                         {
-                            "Function Name": "portmain::check_option_integer",
+                            "Function Name": "get_changed_tick_unchecked",
                             "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 1,
+                            "Lines of Code (LOC)": 5,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 3,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 65,
-                            "End Line": 65
+                            "Start Line": 403,
+                            "End Line": 407
                         },
                         {
-                            "Function Name": "portmain::main",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_data_slice",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 252,
-                            "End Line": 252
+                            "Start Line": 324,
+                            "End Line": 327
                         },
                         {
-                            "Function Name": "portmain::get_default_subport",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_added_ticks_slice",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 88,
-                            "End Line": 88
+                            "Start Line": 333,
+                            "End Line": 336
                         },
                         {
-                            "Function Name": "portmain::get_subbuildpath",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_changed_ticks_slice",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 97,
-                            "End Line": 97
+                            "Start Line": 342,
+                            "End Line": 345
                         },
                         {
-                            "Function Name": "portmain::report_platform_info",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_data_unchecked",
+                            "Structural Impact": 1.9,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 138,
-                            "End Line": 138
+                            "Start Line": 366,
+                            "End Line": 369
                         },
                         {
-                            "Function Name": "portmain::get_source_date_epoch",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_drop",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 173,
-                            "End Line": 173
+                            "Start Line": 424,
+                            "End Line": 427
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 27,
-                        "Sequential Logic Declarations": 20,
-                        "Function Parameters": 6,
-                        "Function/Method Declarations": 6,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 8,
-                        "Type/Safety Bypasses": 1,
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 36,
+                        "Function/Method Declarations": 23,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 1,
+                        "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 16,
-                        "Exposed API / Public Exports": 1,
-                        "State Mutations / Variable Reassignments": 66,
-                        "Commented-out Code (Dead Logic)": 1,
-                        "Structured Documentation Blocks": 0,
-                        "Unit Test Assertions": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 28,
+                        "State Mutations / Variable Reassignments": 17,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 146,
+                        "Unit Test Assertions": 3,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 0,
-                        "Global State Dependencies": 6,
-                        "Decorators and Annotations": 0,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 7,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 1,
+                        "Closures and Anonymous Functions": 4,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 11,
+                        "Generic Type Abstractions": 21,
+                        "Collection Iterators / Comprehensions": 13,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 12,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 1,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
                         "Specification Traceability Tags": 0,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 0,
+                        "Pointer Arithmetic & Addressing": 12,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 1,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 8,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 1,
+                        "Immutable Data Declarations": 10,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 28,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 109,
+                        "Structural Space Indentations": 234,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -558670,15 +557153,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 0,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 0,
+                        "Design Snake Case": 5,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 0,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 6,
+                        "Orphaned Logic": 15,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -558695,63 +557178,43 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 1,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 1,
+                        "Direct Upstream (Fragility)": 6,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "portutil"
+                        "core::mem::needs_drop",
+                        "crate::\n    change_detection::MaybeLocation",
+                        "panic::Location",
+                        "storage::blob_array::BlobArray",
+                        "super::*",
+                        "thin_array_ptr::ThinArrayPtr"
                     ]
-                }
-            }
-        },
-        "rust/bevy": {
-            "Directory Group Magnitude": 2385.16,
-            "File Count": 7,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "22.4%",
-                "Error & Exception Exposure": "24.74%",
-                "Tech Debt Exposure": "57.68%",
-                "Testing Exposure": "13.45%",
-                "API Exposure": "4.02%",
-                "Concurrency Exposure": "24.29%",
-                "State Flux Exposure": "67.87%",
-                "Commented Logic Exposure": "12.87%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "16.8%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "rust/bevy/bevy_ecs_macros.rs": {
+                },
+                "rust/bevy/bevy_ecs_world.rs": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_macros.rs",
-                        "Path": "rust/bevy/bevy_ecs_macros.rs",
+                        "Filename": "bevy_ecs_world.rs",
+                        "Path": "rust/bevy/bevy_ecs_world.rs",
                         "Language": "Rust",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Alert": "TYPOSQUATTING THREAT: 'proc_macro::TokenStream' mimics 'proc_macro2::TokenStream'",
                         "Folder Dominant Lang": "rust",
                         "Lock Tier": 2,
                         "Identity Proof": "Single Indicator (Ext: .rs)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6689.67,
-                        "Y": 41.07,
-                        "Z": -5555.41
+                        "X": 6731.85,
+                        "Y": -1.82,
+                        "Z": -5012.42
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -558760,26 +557223,26 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 792,
-                        "Coding LOC": 562,
-                        "Documentation LOC": 144,
-                        "Structural Magnitude": 274.84,
-                        "Control Flow Ratio": "24.2%",
+                        "Total LOC": 4643,
+                        "Coding LOC": 2194,
+                        "Documentation LOC": 2096,
+                        "Structural Magnitude": 1254.48,
+                        "Control Flow Ratio": "17.0%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.512
+                        "Raw Cognitive Density": 0.668
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "13.94%",
-                        "Error & Exception Exposure": "31.71%",
-                        "Tech Debt Exposure": "88.47%",
-                        "Testing Exposure": "2.4%",
-                        "API Exposure": "4.33%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "90.57%",
-                        "Commented Logic Exposure": "8.96%",
+                        "Cognitive Load Exposure": "20.93%",
+                        "Error & Exception Exposure": "22.65%",
+                        "Tech Debt Exposure": "80.71%",
+                        "Testing Exposure": "2.39%",
+                        "API Exposure": "6.2%",
+                        "Concurrency Exposure": "70.02%",
+                        "State Flux Exposure": "96.4%",
+                        "Commented Logic Exposure": "81.13%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
@@ -558788,1511 +557251,74 @@
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "derive_system_param_impl",
-                            "Structural Impact": 58.6,
-                            "Lines of Code (LOC)": 237,
-                            "Control Flow Branches": 26,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "26.8%",
-                            "Start Line": 247,
-                            "End Line": 483
+                            "Function Name": "try_insert_batch_with_caller",
+                            "Structural Impact": 37.0,
+                            "Lines of Code (LOC)": 114,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "43.3%",
+                            "Start Line": 2608,
+                            "End Line": 2721
                         },
                         {
-                            "Function Name": "derive_bundle",
-                            "Structural Impact": 31.8,
-                            "Lines of Code (LOC)": 155,
-                            "Control Flow Branches": 16,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "23.9%",
-                            "Start Line": 54,
-                            "End Line": 208
+                            "Function Name": "try_resource_scope",
+                            "Structural Impact": 26.5,
+                            "Lines of Code (LOC)": 149,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "21.3%",
+                            "Start Line": 2776,
+                            "End Line": 2924
                         },
                         {
-                            "Function Name": "derive_settings_group",
-                            "Structural Impact": 16.8,
-                            "Lines of Code (LOC)": 54,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 564,
-                            "End Line": 617
+                            "Function Name": "insert_batch_with_caller",
+                            "Structural Impact": 22.4,
+                            "Lines of Code (LOC)": 91,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "36.8%",
+                            "Start Line": 2462,
+                            "End Line": 2552
                         },
                         {
-                            "Function Name": "derive_from_world",
-                            "Structural Impact": 9.9,
-                            "Lines of Code (LOC)": 57,
-                            "Control Flow Branches": 4,
+                            "Function Name": "drop",
+                            "Structural Impact": 10.4,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 723,
-                            "End Line": 779
+                            "Control Flow Ratio": "18.8%",
+                            "Start Line": 2804,
+                            "End Line": 2898
                         },
                         {
-                            "Function Name": "get_param",
-                            "Structural Impact": 5.3,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 456,
-                            "End Line": 472
+                            "Function Name": "remove_resource_by_id",
+                            "Structural Impact": 9.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 3660,
+                            "End Line": 3670
                         },
                         {
-                            "Function Name": "derive_map_entities",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "11.1%",
-                            "Start Line": 211,
-                            "End Line": 234
+                            "Function Name": "get_entity_mut",
+                            "Structural Impact": 9.1,
+                            "Lines of Code (LOC)": 61,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 4465,
+                            "End Line": 4525
                         },
                         {
-                            "Function Name": "derive_system_param",
-                            "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "insert_resource_by_id",
+                            "Structural Impact": 7.9,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 237,
-                            "End Line": 246
-                        },
-                        {
-                            "Function Name": "get_components",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 158,
-                            "End Line": 175
-                        },
-                        {
-                            "Function Name": "init_access",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 444,
-                            "End Line": 446
-                        },
-                        {
-                            "Function Name": "from_components",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 191,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "apply_effect",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 177,
-                            "End Line": 183
-                        },
-                        {
-                            "Function Name": "apply",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 448,
-                            "End Line": 450
-                        },
-                        {
-                            "Function Name": "queue",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 452,
-                            "End Line": 454
-                        },
-                        {
-                            "Function Name": "build",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 406,
-                            "End Line": 411
-                        },
-                        {
-                            "Function Name": "map_entities",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 229,
-                            "End Line": 231
-                        },
-                        {
-                            "Function Name": "derive_schedule_label",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 500,
-                            "End Line": 509
-                        },
-                        {
-                            "Function Name": "derive_system_set",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 514,
-                            "End Line": 521
-                        },
-                        {
-                            "Function Name": "derive_component",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 714,
-                            "End Line": 720
-                        },
-                        {
-                            "Function Name": "component_ids",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 141,
-                            "End Line": 145
-                        },
-                        {
-                            "Function Name": "get_component_ids",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 147,
-                            "End Line": 151
-                        },
-                        {
-                            "Function Name": "init_state",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 438,
-                            "End Line": 442
-                        },
-                        {
-                            "Function Name": "derive_query_data",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 486,
-                            "End Line": 489
-                        },
-                        {
-                            "Function Name": "derive_query_filter",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 492,
-                            "End Line": 495
-                        },
-                        {
-                            "Function Name": "derive_event",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 528,
-                            "End Line": 531
-                        },
-                        {
-                            "Function Name": "derive_entity_event",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 546,
-                            "End Line": 549
-                        },
-                        {
-                            "Function Name": "derive_message",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 552,
-                            "End Line": 555
-                        },
-                        {
-                            "Function Name": "derive_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 558,
-                            "End Line": 561
-                        },
-                        {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 774,
-                            "End Line": 776
-                        },
-                        {
-                            "Function Name": "derive_from_template",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 782,
-                            "End Line": 785
-                        },
-                        {
-                            "Function Name": "derive_variant_defaults",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 788,
-                            "End Line": 791
-                        },
-                        {
-                            "Function Name": "default",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 50
-                        },
-                        {
-                            "Function Name": "bevy_ecs_path",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 523,
-                            "End Line": 525
-                        },
-                        {
-                            "Function Name": "settings_group_name",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 607,
-                            "End Line": 609
-                        },
-                        {
-                            "Function Name": "settings_source",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 610,
-                            "End Line": 612
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 58,
-                        "Sequential Logic Declarations": 182,
-                        "Function Parameters": 64,
-                        "Function/Method Declarations": 34,
-                        "Class/Entity Declarations": 2,
-                        "Defensive Programming Constructs": 59,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 17,
-                        "State Mutations / Variable Reassignments": 70,
-                        "Commented-out Code (Dead Logic)": 6,
-                        "Structured Documentation Blocks": 132,
-                        "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 8,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 26,
-                        "Generic Type Abstractions": 42,
-                        "Collection Iterators / Comprehensions": 31,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 7,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 10,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 18,
-                        "Pointer Arithmetic & Addressing": 29,
-                        "Manual Memory Allocation": 2,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 9,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 17,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 477,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 85,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 79,
-                        "Design Pascal Case": 4,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 5,
-                        "Design Long Vars": 2,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 1,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 23,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "BevyManifest",
-                        "ConstParam",
-                        "Data",
-                        "DeriveInput",
-                        "GenericParam",
-                        "Span",
-                        "ToTokens",
-                        "TypeParam",
-                        "bevy_macro_utils::\n    derive_label",
-                        "crate::\n    component::map_entities",
-                        "ensure_no_collision",
-                        "get_struct_fields",
-                        "parse_quote",
-                        "pascal_to_snake_case",
-                        "proc_macro2::Ident",
-                        "proc_macro::TokenStream",
-                        "punctuated::Punctuated",
-                        "query_data::derive_query_data_impl",
-                        "query_filter::derive_query_filter_impl",
-                        "quote",
-                        "quote::format_ident",
-                        "syn::\n    parse_macro_input",
-                        "token::Comma"
-                    ]
-                },
-                "rust/bevy/bevy_ecs_query.rs": {
-                    "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_query.rs",
-                        "Path": "rust/bevy/bevy_ecs_query.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6407.18,
-                        "Y": 4.05,
-                        "Z": -4717.82
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 855,
-                        "Coding LOC": 715,
-                        "Documentation LOC": 32,
-                        "Structural Magnitude": 596.3,
-                        "Control Flow Ratio": "8.8%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.688
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "81.31%",
-                        "Error & Exception Exposure": "56.21%",
-                        "Tech Debt Exposure": "40.08%",
-                        "Testing Exposure": "2.33%",
-                        "API Exposure": "3.8%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "99.64%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "16.06%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "query_filtered_exactsizeiterator_len",
-                            "Structural Impact": 14.8,
-                            "Lines of Code (LOC)": 135,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "12.7%",
-                            "Start Line": 159,
-                            "End Line": 293
-                        },
-                        {
-                            "Function Name": "derived_worldqueries",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 183,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 528,
-                            "End Line": 710
-                        },
-                        {
-                            "Function Name": "assert_all_sizes_iterator_equal",
-                            "Structural Impact": 8.1,
-                            "Lines of Code (LOC)": 28,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 212,
-                            "End Line": 239
-                        },
-                        {
-                            "Function Name": "choose",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 161,
-                            "End Line": 168
-                        },
-                        {
-                            "Function Name": "many_entities",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "13.0%",
-                            "Start Line": 712,
-                            "End Line": 751
-                        },
-                        {
-                            "Function Name": "query_filtered_iter_combinations",
-                            "Structural Impact": 5.7,
-                            "Lines of Code (LOC)": 74,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "3.8%",
-                            "Start Line": 352,
-                            "End Line": 425
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 53,
-                            "End Line": 61
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 70,
-                            "End Line": 78
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 87,
-                            "End Line": 95
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 102,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "system",
-                            "Structural Impact": 4.6,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 739,
-                            "End Line": 746
-                        },
-                        {
-                            "Function Name": "system",
-                            "Structural Impact": 3.8,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 728,
-                            "End Line": 733
-                        },
-                        {
-                            "Function Name": "par_iter_mut_change_detection",
-                            "Structural Impact": 3.4,
-                            "Lines of Code (LOC)": 27,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "6.7%",
-                            "Start Line": 790,
-                            "End Line": 816
-                        },
-                        {
-                            "Function Name": "query_iter_combinations",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 42,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 309,
-                            "End Line": 350
-                        },
-                        {
-                            "Function Name": "modify_system",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 801,
-                            "End Line": 805
-                        },
-                        {
-                            "Function Name": "multi_storage_query",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 458,
-                            "End Line": 478
-                        },
-                        {
-                            "Function Name": "query",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "12.5%",
-                            "Start Line": 143,
-                            "End Line": 157
-                        },
-                        {
-                            "Function Name": "assert_all_exact_sizes_iterator_equal",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 201,
-                            "End Line": 211
-                        },
-                        {
-                            "Function Name": "mut_to_immut_query_methods_have_immut_item",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 753,
-                            "End Line": 787
-                        },
-                        {
-                            "Function Name": "assert_all_sizes_equal",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 183,
-                            "End Line": 200
-                        },
-                        {
-                            "Function Name": "assert_combination",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 169,
-                            "End Line": 182
-                        },
-                        {
-                            "Function Name": "check_combinations",
-                            "Structural Impact": 2.3,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 296,
-                            "End Line": 307
-                        },
-                        {
-                            "Function Name": "query_iter_combinations_sparse",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 18,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 427,
-                            "End Line": 444
-                        },
-                        {
-                            "Function Name": "system",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 720,
-                            "End Line": 722
-                        },
-                        {
-                            "Function Name": "query_data_derive_where_clause",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 819,
-                            "End Line": 835
-                        },
-                        {
-                            "Function Name": "any_query",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 480,
-                            "End Line": 495
-                        },
-                        {
-                            "Function Name": "has_query",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 497,
-                            "End Line": 512
-                        },
-                        {
-                            "Function Name": "query_data_derive_contiguous_tuple",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 838,
-                            "End Line": 853
-                        },
-                        {
-                            "Function Name": "propagate_system",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 795,
-                            "End Line": 799
-                        },
-                        {
-                            "Function Name": "get_many_only_mut_checks_duplicates",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 446,
-                            "End Line": 456
-                        },
-                        {
-                            "Function Name": "self_conflicting_worldquery",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 514,
-                            "End Line": 526
-                        },
-                        {
-                            "Function Name": "debug_checked_unwrap",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 44,
-                            "End Line": 44
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 26,
-                        "Sequential Logic Declarations": 268,
-                        "Function Parameters": 47,
-                        "Function/Method Declarations": 32,
-                        "Class/Entity Declarations": 21,
-                        "Defensive Programming Constructs": 47,
-                        "Type/Safety Bypasses": 8,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 12,
-                        "State Mutations / Variable Reassignments": 154,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 12,
-                        "Unit Test Assertions": 51,
-                        "Asynchronous/Concurrent Execution": 291,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 4,
-                        "Global State Dependencies": 2,
-                        "Decorators and Annotations": 57,
-                        "Generic Type Abstractions": 143,
-                        "Collection Iterators / Comprehensions": 27,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 16,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 2,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 44,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 21,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 12,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 673,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 82,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 75,
-                        "Design Pascal Case": 5,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 3,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 41,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "ArchetypeQueryData",
-                        "Changed",
-                        "Entity",
-                        "Has",
-                        "Or",
-                        "Query",
-                        "QueryCombinationIter",
-                        "QueryData",
-                        "QueryFilter",
-                        "QueryState",
-                        "ReadOnlyQueryData",
-                        "Schedule",
-                        "System",
-                        "SystemState",
-                        "With",
-                        "Without",
-                        "access::*",
-                        "access_iter::*",
-                        "alloc::vec",
-                        "bevy_ecs::query::Added",
-                        "bevy_ecs_macros::QueryData",
-                        "builder::*",
-                        "core::any::type_name",
-                        "crate::\n        component::Component",
-                        "error::*",
-                        "fetch::*",
-                        "filter::*",
-                        "fmt::Debug",
-                        "hash::Hash",
-                        "iter::*",
-                        "par_iter::*",
-                        "prelude::AnyOf",
-                        "println",
-                        "query::\n            ArchetypeFilter",
-                        "schedule::IntoScheduleConfigs",
-                        "state::*",
-                        "std::collections::HashSet",
-                        "system::IntoSystem",
-                        "vec::Vec",
-                        "world::World",
-                        "world_query::*"
-                    ]
-                },
-                "rust/bevy/bevy_ecs_table.rs": {
-                    "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_table.rs",
-                        "Path": "rust/bevy/bevy_ecs_table.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6975.55,
-                        "Y": -122.07,
-                        "Z": -4573.65
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 429,
-                        "Coding LOC": 243,
-                        "Documentation LOC": 161,
-                        "Structural Magnitude": 112.76,
-                        "Control Flow Ratio": "14.8%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.583
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "16.95%",
-                        "Error & Exception Exposure": "40.31%",
-                        "Tech Debt Exposure": "97.52%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "5.55%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "39.54%",
-                        "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "swap_remove_unchecked",
-                            "Structural Impact": 7.0,
-                            "Lines of Code (LOC)": 21,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 79,
-                            "End Line": 99
-                        },
-                        {
-                            "Function Name": "check_change_ticks",
-                            "Structural Impact": 4.8,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 258,
-                            "End Line": 274
-                        },
-                        {
-                            "Function Name": "initialize_from_unchecked",
-                            "Structural Impact": 4.1,
-                            "Lines of Code (LOC)": 34,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 219,
-                            "End Line": 252
-                        },
-                        {
-                            "Function Name": "with_capacity",
-                            "Structural Impact": 4.0,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 34,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "initialize",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 170,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "replace",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 5,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 193,
-                            "End Line": 207
-                        },
-                        {
-                            "Function Name": "swap_remove_and_forget_unchecked_nonoverlapping",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 17,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 108,
-                            "End Line": 124
-                        },
-                        {
-                            "Function Name": "swap_remove_and_drop_unchecked_nonoverlapping",
-                            "Structural Impact": 2.8,
-                            "Lines of Code (LOC)": 15,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 53,
-                            "End Line": 67
-                        },
-                        {
-                            "Function Name": "realloc",
-                            "Structural Impact": 2.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 135,
-                            "End Line": 146
-                        },
-                        {
-                            "Function Name": "drop",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 304
-                        },
-                        {
-                            "Function Name": "get_changed_by_unchecked",
-                            "Structural Impact": 2.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 377,
-                            "End Line": 385
-                        },
-                        {
-                            "Function Name": "alloc",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 154,
-                            "End Line": 161
-                        },
-                        {
-                            "Function Name": "clear",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 281,
-                            "End Line": 288
-                        },
-                        {
-                            "Function Name": "drop_last_component",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 311,
-                            "End Line": 317
-                        },
-                        {
-                            "Function Name": "get_changed_by_slice",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 8,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 351,
-                            "End Line": 358
-                        },
-                        {
-                            "Function Name": "get_ticks_unchecked",
-                            "Structural Impact": 2.1,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 414,
-                            "End Line": 420
-                        },
-                        {
-                            "Function Name": "get_added_tick_unchecked",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 392,
-                            "End Line": 396
-                        },
-                        {
-                            "Function Name": "get_changed_tick_unchecked",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 403,
-                            "End Line": 407
-                        },
-                        {
-                            "Function Name": "get_data_slice",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 324,
-                            "End Line": 327
-                        },
-                        {
-                            "Function Name": "get_added_ticks_slice",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 333,
-                            "End Line": 336
-                        },
-                        {
-                            "Function Name": "get_changed_ticks_slice",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 342,
-                            "End Line": 345
-                        },
-                        {
-                            "Function Name": "get_data_unchecked",
-                            "Structural Impact": 1.9,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 366,
-                            "End Line": 369
-                        },
-                        {
-                            "Function Name": "get_drop",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 424,
-                            "End Line": 427
-                        }
-                    ],
-                    "6. Contextual Mitigations & Amplifications": "None Detected",
-                    "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 4,
-                        "Sequential Logic Declarations": 23,
-                        "Function Parameters": 36,
-                        "Function/Method Declarations": 23,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 1,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 28,
-                        "State Mutations / Variable Reassignments": 17,
-                        "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 146,
-                        "Unit Test Assertions": 3,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 4,
-                        "Global State Dependencies": 0,
-                        "Decorators and Annotations": 11,
-                        "Generic Type Abstractions": 21,
-                        "Collection Iterators / Comprehensions": 13,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 12,
-                        "Module Dependencies (Imports)": 3,
-                        "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 0,
-                        "Dependency Injection Constructs": 0,
-                        "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 12,
-                        "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
-                        "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 8,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 10,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 28,
-                        "Event Listeners & Subscribers": 0,
-                        "Bypassed / Skipped Tests": 0,
-                        "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 234,
-                        "Hardware Bridge": 0,
-                        "Cryptography": 0,
-                        "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
-                        "Feature Flags": 0,
-                        "Serialization Parsing": 0,
-                        "Regex Execution": 0,
-                        "Time Date Logic": 0,
-                        "Cloud LLM API Integrations": 0,
-                        "AI Orchestration Frameworks": 0,
-                        "Vector Databases (RAG)": 0,
-                        "Local Inference & Tensor Math": 0,
-                        "Traditional Machine Learning (Stats/Trees)": 0,
-                        "Deep Learning & Neural Networks": 0,
-                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
-                        "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 6,
-                        "Design Camel Case": 0,
-                        "Design Snake Case": 5,
-                        "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
-                        "Design Long Vars": 0,
-                        "Duplicate Logic": 0,
-                        "Orphaned Logic": 15,
-                        "Instructional Code Examples": 0,
-                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
-                        "Structured Literature Headers": 0,
-                        "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
-                        "Safety & Constraint Bypasses": 0,
-                        "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 0,
-                        "Global Environment Mutation": 0,
-                        "Commented-Out Executable Logic": 0,
-                        "Low-Level Bitwise / Cryptographic Math": 0,
-                        "Non-Standard / Steganographic Imports": 0,
-                        "Non-Standard Unicode / Homoglyphs": 0,
-                        "Embedded Credentials & Keys": 0,
-                        "Sec Extension Mismatch": 0,
-                        "Sec Entropy": 0,
-                        "Sec Tainted Injection": 0,
-                        "Prompt Injection": 0,
-                        "Agentic Rce": 0,
-                        "Invisible Unicode Payload Smuggling": 0,
-                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
-                    },
-                    "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 6,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
-                    },
-                    "9. Extracted Dependencies": [
-                        "core::mem::needs_drop",
-                        "crate::\n    change_detection::MaybeLocation",
-                        "panic::Location",
-                        "storage::blob_array::BlobArray",
-                        "super::*",
-                        "thin_array_ptr::ThinArrayPtr"
-                    ]
-                },
-                "rust/bevy/bevy_ecs_world.rs": {
-                    "1. Artifact Identity": {
-                        "Filename": "bevy_ecs_world.rs",
-                        "Path": "rust/bevy/bevy_ecs_world.rs",
-                        "Language": "Rust",
-                        "Architect": "Unknown Architect",
-                        "Indentation Style": "Spaces",
-                        "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
-                    },
-                    "2. Topological Coordinates": {
-                        "X": 6731.85,
-                        "Y": -1.82,
-                        "Z": -5012.42
-                    },
-                    "3. Architectural Profile": {
-                        "Repository Archetype": "Unclassified",
-                        "Repository Drift (Z-Score)": 0.0,
-                        "Repository Fingerprint": {},
-                        "File Archetype": null,
-                        "File Drift (Z-Score)": 0.0,
-                        "File Fingerprint": {},
-                        "Total LOC": 4643,
-                        "Coding LOC": 2194,
-                        "Documentation LOC": 2096,
-                        "Structural Magnitude": 1254.48,
-                        "Control Flow Ratio": "17.0%",
-                        "Popularity Rank": 0,
-                        "Raw Churn Frequency": 0.0,
-                        "Authorship Centralization": 0.0,
-                        "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.668
-                    },
-                    "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "20.93%",
-                        "Error & Exception Exposure": "22.65%",
-                        "Tech Debt Exposure": "80.71%",
-                        "Testing Exposure": "2.39%",
-                        "API Exposure": "6.2%",
-                        "Concurrency Exposure": "70.02%",
-                        "State Flux Exposure": "96.4%",
-                        "Commented Logic Exposure": "81.13%",
-                        "Specification Exposure": "100.0%",
-                        "Instability Exposure": "50.0%",
-                        "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
-                        "Hardcoded Payload Artifacts": "0.0%"
-                    },
-                    "5. Function Analysis": [
-                        {
-                            "Function Name": "try_insert_batch_with_caller",
-                            "Structural Impact": 37.0,
-                            "Lines of Code (LOC)": 114,
-                            "Control Flow Branches": 13,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "43.3%",
-                            "Start Line": 2608,
-                            "End Line": 2721
-                        },
-                        {
-                            "Function Name": "try_resource_scope",
-                            "Structural Impact": 26.5,
-                            "Lines of Code (LOC)": 149,
-                            "Control Flow Branches": 10,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "21.3%",
-                            "Start Line": 2776,
-                            "End Line": 2924
-                        },
-                        {
-                            "Function Name": "insert_batch_with_caller",
-                            "Structural Impact": 22.4,
-                            "Lines of Code (LOC)": 91,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "36.8%",
-                            "Start Line": 2462,
-                            "End Line": 2552
-                        },
-                        {
-                            "Function Name": "drop",
-                            "Structural Impact": 10.4,
-                            "Lines of Code (LOC)": 95,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "18.8%",
-                            "Start Line": 2804,
-                            "End Line": 2898
-                        },
-                        {
-                            "Function Name": "remove_resource_by_id",
-                            "Structural Impact": 9.2,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 3660,
-                            "End Line": 3670
-                        },
-                        {
-                            "Function Name": "get_entity_mut",
-                            "Structural Impact": 9.1,
-                            "Lines of Code (LOC)": 61,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 4465,
-                            "End Line": 4525
-                        },
-                        {
-                            "Function Name": "insert_resource_by_id",
-                            "Structural Impact": 7.9,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 2967,
-                            "End Line": 2989
+                            "Start Line": 2967,
+                            "End Line": 2989
                         },
                         {
                             "Function Name": "modify_component_by_id",
@@ -561695,497 +558721,3920 @@
                             "End Line": 218
                         },
                         {
-                            "Function Name": "entity_allocator",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "entity_allocator",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 221,
+                            "End Line": 224
+                        },
+                        {
+                            "Function Name": "entity_allocator_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 227,
+                            "End Line": 230
+                        },
+                        {
+                            "Function Name": "entities_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 237,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "entity_count",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 245,
+                            "End Line": 248
+                        },
+                        {
+                            "Function Name": "archetypes",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 251,
+                            "End Line": 254
+                        },
+                        {
+                            "Function Name": "components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 257,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "resource_entities",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 263,
+                            "End Line": 266
+                        },
+                        {
+                            "Function Name": "storages",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 285,
+                            "End Line": 288
+                        },
+                        {
+                            "Function Name": "bundles",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 291,
+                            "End Line": 294
+                        },
+                        {
+                            "Function Name": "removed_components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 297,
+                            "End Line": 300
+                        },
+                        {
+                            "Function Name": "observers",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 303,
+                            "End Line": 306
+                        },
+                        {
+                            "Function Name": "register_component",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 327,
+                            "End Line": 329
+                        },
+                        {
+                            "Function Name": "register_required_components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 405,
+                            "End Line": 407
+                        },
+                        {
+                            "Function Name": "component_id",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 643,
+                            "End Line": 646
+                        },
+                        {
+                            "Function Name": "register_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 653,
+                            "End Line": 655
+                        },
+                        {
+                            "Function Name": "resource_id",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 664,
+                            "End Line": 667
+                        },
+                        {
+                            "Function Name": "spawn_empty",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1305,
+                            "End Line": 1308
+                        },
+                        {
+                            "Function Name": "clear_trackers",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1644,
+                            "End Line": 1647
+                        },
+                        {
+                            "Function Name": "query",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1711,
+                            "End Line": 1714
+                        },
+                        {
+                            "Function Name": "query_filtered",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1735,
+                            "End Line": 1738
+                        },
+                        {
+                            "Function Name": "try_query",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1786,
+                            "End Line": 1789
+                        },
+                        {
+                            "Function Name": "try_query_filtered",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1813,
+                            "End Line": 1816
+                        },
+                        {
+                            "Function Name": "init_non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 1928,
+                            "End Line": 1931
+                        },
+                        {
+                            "Function Name": "remove_non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2007,
+                            "End Line": 2010
+                        },
+                        {
+                            "Function Name": "non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2312,
+                            "End Line": 2315
+                        },
+                        {
+                            "Function Name": "non_send_resource_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2340,
+                            "End Line": 2343
+                        },
+                        {
+                            "Function Name": "get_non_send_resource",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2369,
+                            "End Line": 2372
+                        },
+                        {
+                            "Function Name": "get_non_send_resource_mut",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2389,
+                            "End Line": 2392
+                        },
+                        {
+                            "Function Name": "write_message_default",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 2937,
+                            "End Line": 2940
+                        },
+                        {
+                            "Function Name": "flush_components",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3056,
+                            "End Line": 3058
+                        },
+                        {
+                            "Function Name": "last_change_tick",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3110,
+                            "End Line": 3113
+                        },
+                        {
+                            "Function Name": "last_trigger_id",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3117,
+                            "End Line": 3120
+                        },
+                        {
+                            "Function Name": "drop",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3218,
+                            "End Line": 3220
+                        },
+                        {
+                            "Function Name": "clear_all",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3277,
+                            "End Line": 3280
+                        },
+                        {
+                            "Function Name": "clear_non_send",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3317,
+                            "End Line": 3319
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3923,
+                            "End Line": 3926
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4237,
+                            "End Line": 4240
+                        },
+                        {
+                            "Function Name": "init_resource_does_not_overwrite",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4243,
+                            "End Line": 4254
+                        },
+                        {
+                            "Function Name": "init_non_send_does_not_overwrite",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4256,
+                            "End Line": 4267
+                        },
+                        {
+                            "Function Name": "new_world_has_disabling",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4573,
+                            "End Line": 4583
+                        },
+                        {
+                            "Function Name": "from_world",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 3918,
+                            "End Line": 3918
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 1.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4021,
+                            "End Line": 4026
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 191,
+                            "End Line": 194
+                        },
+                        {
+                            "Function Name": "spawn_empty_bundle",
+                            "Structural Impact": 1.2,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 4406,
+                            "End Line": 4410
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 116,
+                        "Sequential Logic Declarations": 567,
+                        "Function Parameters": 246,
+                        "Function/Method Declarations": 191,
+                        "Class/Entity Declarations": 20,
+                        "Defensive Programming Constructs": 213,
+                        "Type/Safety Bypasses": 38,
+                        "High-Risk Execution Commands": 5,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 187,
+                        "State Mutations / Variable Reassignments": 320,
+                        "Commented-out Code (Dead Logic)": 230,
+                        "Structured Documentation Blocks": 1921,
+                        "Unit Test Assertions": 117,
+                        "Asynchronous/Concurrent Execution": 94,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 27,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 174,
+                        "Generic Type Abstractions": 357,
+                        "Collection Iterators / Comprehensions": 32,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 32,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 3,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 154,
+                        "Manual Memory Allocation": 3,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 6,
+                        "Ad-hoc Print / Debug Statements": 3,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 14,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 31,
+                        "Thread Synchronization Locks": 10,
+                        "Immutable Data Declarations": 16,
+                        "Resource Deallocation & Cleanup": 9,
+                        "Private / Encapsulated Scopes": 187,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 2138,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 200,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 193,
+                        "Design Pascal Case": 6,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 9,
+                        "Design Long Vars": 1,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 56,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 156,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ADD",
+                        "Archetypes",
+                        "AtomicU32",
+                        "BundleId",
+                        "BundleInfo",
+                        "BundleInserter",
+                        "BundleSpawner",
+                        "Bundles",
+                        "CHECK_TICK_THRESHOLD",
+                        "ComponentDescriptor",
+                        "ComponentId",
+                        "ComponentIds",
+                        "ComponentInfo",
+                        "ComponentTicks",
+                        "ComponentTicksMut",
+                        "Components",
+                        "ComponentsQueuedRegistrator",
+                        "ComponentsRegistrator",
+                        "DESPAWN",
+                        "DISCARD",
+                        "DeferredWorld",
+                        "Despawn",
+                        "DetectChangesMut",
+                        "Disabled",
+                        "Discard",
+                        "DynamicBundle",
+                        "DynamicComponentFetch",
+                        "Entity",
+                        "EntityAllocator",
+                        "EntityMut",
+                        "EntityMutExcept",
+                        "EntityMutableFetchError",
+                        "EntityNotSpawnedError",
+                        "EntityRef",
+                        "EntityRefExcept",
+                        "EntityWorldMut",
+                        "FallbackErrorHandler",
+                        "FilteredEntityMut",
+                        "FilteredEntityRef",
+                        "HashSet",
+                        "INSERT",
+                        "IS_RESOURCE",
+                        "Insert",
+                        "InsertMode",
+                        "MaybeLocation",
+                        "MessageId",
+                        "Messages",
+                        "MovingPtr",
+                        "Mut",
+                        "MutUntyped",
+                        "Mutable",
+                        "NoBundleEffect",
+                        "OccupiedComponentEntry",
+                        "On",
+                        "Ordering",
+                        "OwningPtr",
+                        "Ptr",
+                        "QueryData",
+                        "QueryFilter",
+                        "QueryState",
+                        "REMOVE",
+                        "Ref",
+                        "Remove",
+                        "RemovedComponentMessages",
+                        "RequiredComponents",
+                        "RequiredComponentsError",
+                        "Res",
+                        "Resource",
+                        "ResourceEntities",
+                        "ScheduleLabel",
+                        "Schedules",
+                        "SpawnError",
+                        "StorageType",
+                        "Storages",
+                        "Tick",
+                        "ToString",
+                        "TryFromFilteredError",
+                        "TryInsertBatchError",
+                        "TryRunScheduleError",
+                        "UnsafeFilteredEntityMut",
+                        "UnsafeWorldCell",
+                        "VacantComponentEntry",
+                        "World",
+                        "WorldEntityFetch",
+                        "WriteBatchIds",
+                        "alloc::\n        borrow::ToOwned",
+                        "alloc::boxed::Box",
+                        "bevy_ecs::bundle::Bundle",
+                        "bevy_ecs::change_detection::MutUntyped",
+                        "bevy_ecs::component::Component",
+                        "bevy_ecs::prelude::*",
+                        "bevy_ecs_macros::Component",
+                        "bevy_ecs_macros::FromWorld",
+                        "bevy_platform::collections::HashMap",
+                        "bevy_platform::sync::atomic::AtomicU32",
+                        "bevy_ptr::Ptr",
+                        "bevy_ptr::move_as_ptr",
+                        "bevy_utils::prelude::DebugName",
+                        "bundle::\n        Bundle",
+                        "change_detection::\n        CheckChangeTicks",
+                        "component::\n        Component",
+                        "component::Component",
+                        "component::ComponentCloneBehavior",
+                        "core::\n        any::TypeId",
+                        "core::any::TypeId",
+                        "core::panic::Location",
+                        "crate::\n        change_detection::DetectChangesMut",
+                        "crate::\n    archetype::ArchetypeId",
+                        "crate::\n    change_detection::Mut",
+                        "deferred_world::DeferredWorld",
+                        "entity::Entities",
+                        "entity::Entity",
+                        "entity::EntityHashSet",
+                        "entity_access::\n    ComponentEntry",
+                        "entity_disabling::DefaultQueryFilters",
+                        "entity_fetch::EntityFetcher",
+                        "error::\n            EntityDespawnError",
+                        "error::ErrorHandler",
+                        "filtered_resource::*",
+                        "fmt",
+                        "identifier::WorldId",
+                        "lifecycle::ComponentHooks",
+                        "log::warn",
+                        "mem::ManuallyDrop",
+                        "message::Message",
+                        "observer::Observers",
+                        "panic",
+                        "prelude::Add",
+                        "prelude::Event",
+                        "ptr::OwningPtr",
+                        "query::DebugCheckedUnwrap",
+                        "query::With",
+                        "relationship::RelationshipHookMode",
+                        "resource::IsResource",
+                        "resource::Resource",
+                        "schedule::Schedule",
+                        "schedule::ScheduleLabel",
+                        "spawn_batch::*",
+                        "std::any::TypeId",
+                        "std::collections::HashMap",
+                        "std::println",
+                        "storage::NonSendData",
+                        "string::String",
+                        "super::FromWorld",
+                        "sync::Arc",
+                        "sync::Mutex",
+                        "sync::atomic::AtomicBool",
+                        "system::Commands",
+                        "unsafe_world_cell::UnsafeEntityCell",
+                        "vec",
+                        "vec::Vec",
+                        "world::\n        command_queue::RawCommandQueue",
+                        "world::DeferredWorld",
+                        "world::World",
+                        "world::command_queue::CommandQueue",
+                        "world::error::EntityMutableFetchError"
+                    ]
+                },
+                "rust/bevy/bevy_reflect_path.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "bevy_reflect_path.rs",
+                        "Path": "rust/bevy/bevy_reflect_path.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 7127.67,
+                        "Y": -36.01,
+                        "Z": -5410.17
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 205,
+                        "Coding LOC": 164,
+                        "Documentation LOC": 14,
+                        "Structural Magnitude": 67.48,
+                        "Control Flow Ratio": "33.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.287
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "11.89%",
+                        "Error & Exception Exposure": "8.62%",
+                        "Tech Debt Exposure": "21.75%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "2.6%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "73.39%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "15.35%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "access_following",
+                            "Structural Impact": 12.9,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 86,
+                            "End Line": 101
+                        },
+                        {
+                            "Function Name": "next_token",
+                            "Structural Impact": 7.1,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "27.3%",
+                            "Start Line": 48,
+                            "End Line": 76
+                        },
+                        {
+                            "Function Name": "fmt",
+                            "Structural Impact": 3.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 156,
+                            "End Line": 164
+                        },
+                        {
+                            "Function Name": "next",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 111,
+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "symbol_from_byte",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 169,
+                            "End Line": 177
+                        },
+                        {
+                            "Function Name": "next_ident",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 78,
+                            "End Line": 84
+                        },
+                        {
+                            "Function Name": "field_index",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 134,
+                            "End Line": 136
+                        },
+                        {
+                            "Function Name": "list_index",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "100.0%",
+                            "Start Line": 137,
+                            "End Line": 139
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 43,
+                            "End Line": 46
+                        },
+                        {
+                            "Function Name": "offset",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 103,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "field",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 130,
+                            "End Line": 133
+                        },
+                        {
+                            "Function Name": "parse_invalid",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 185,
+                            "End Line": 203
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 17,
+                        "Sequential Logic Declarations": 34,
+                        "Function Parameters": 15,
+                        "Function/Method Declarations": 12,
+                        "Class/Entity Declarations": 5,
+                        "Defensive Programming Constructs": 43,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 15,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 2,
+                        "Unit Test Assertions": 4,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 15,
+                        "Generic Type Abstractions": 41,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 5,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 11,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 2,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 133,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 17,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 9,
+                        "Design Pascal Case": 7,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 9,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ReflectPathError",
+                        "Write",
+                        "core::\n    fmt::self",
+                        "crate::path::ParsedPath",
+                        "num::ParseIntError",
+                        "str::from_utf8_unchecked",
+                        "super::*",
+                        "super::Access",
+                        "thiserror::Error"
+                    ]
+                },
+                "rust/bevy/bevy_render_phase.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "bevy_render_phase.rs",
+                        "Path": "rust/bevy/bevy_render_phase.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6494.09,
+                        "Y": -4.97,
+                        "Z": -4441.8
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 40,
+                        "Coding LOC": 28,
+                        "Documentation LOC": 5,
+                        "Structural Magnitude": 8.76,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.0
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "2.37%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.36%",
+                        "API Exposure": "3.73%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "38.49%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "distance",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "from_world_from_view",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 10,
+                            "End Line": 16
+                        },
+                        {
+                            "Function Name": "distance",
+                            "Structural Impact": 1.4,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 32,
+                            "End Line": 38
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 9,
+                        "Function Parameters": 3,
+                        "Function/Method Declarations": 3,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 3,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 3,
+                        "Unit Test Assertions": 4,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 1,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 2,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 20,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 3,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 3,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 5,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Mat4",
+                        "Vec3",
+                        "Vec4",
+                        "bevy_math::Affine3A",
+                        "super::ViewRangefinder3d"
+                    ]
+                },
+                "rust/bevy/bevy_schedule_graph.rs": {
+                    "1. Artifact Identity": {
+                        "Filename": "bevy_schedule_graph.rs",
+                        "Path": "rust/bevy/bevy_schedule_graph.rs",
+                        "Language": "Rust",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "rust",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": 6151.52,
+                        "Y": 119.37,
+                        "Z": -5176.19
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 283,
+                        "Coding LOC": 187,
+                        "Documentation LOC": 65,
+                        "Structural Magnitude": 70.54,
+                        "Control Flow Ratio": "26.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.383
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "9.38%",
+                        "Error & Exception Exposure": "13.66%",
+                        "Tech Debt Exposure": "75.21%",
+                        "Testing Exposure": "2.34%",
+                        "API Exposure": "1.94%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "75.57%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "visit_once",
+                            "Structural Impact": 23.6,
+                            "Lines of Code (LOC)": 71,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "32.1%",
+                            "Start Line": 150,
+                            "End Line": 220
+                        },
+                        {
+                            "Function Name": "next_scc",
+                            "Structural Impact": 13.1,
+                            "Lines of Code (LOC)": 35,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 110,
+                            "End Line": 144
+                        },
+                        {
+                            "Function Name": "next",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 236,
+                            "End Line": 239
+                        },
+                        {
+                            "Function Name": "new_tarjan_scc",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 19,
+                            "End Line": 48
+                        },
+                        {
+                            "Function Name": "a_b_c_a",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 263,
+                            "End Line": 281
+                        },
+                        {
+                            "Function Name": "size_hint",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 241,
+                            "End Line": 244
+                        },
+                        {
+                            "Function Name": "kind",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 258,
+                            "End Line": 260
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 19,
+                        "Sequential Logic Declarations": 54,
+                        "Function Parameters": 10,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 34,
+                        "Type/Safety Bypasses": 1,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 17,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 43,
+                        "Unit Test Assertions": 7,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 1,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 3,
+                        "Generic Type Abstractions": 26,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 6,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 6,
+                        "Manual Memory Allocation": 1,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 4,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 1,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 2,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 165,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 23,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 20,
+                        "Design Pascal Case": 3,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 3,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "GraphNodeId",
+                        "alloc::vec::Vec",
+                        "core::hash::BuildHasher",
+                        "crate::schedule::graph::DiGraph",
+                        "crate::schedule::graph::Direction",
+                        "num::NonZeroUsize",
+                        "smallvec::SmallVec",
+                        "super::*"
+                    ]
+                }
+            }
+        },
+        "perl/mojo": {
+            "Directory Group Magnitude": 2298.02,
+            "File Count": 5,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "42.44%",
+                "Error & Exception Exposure": "75.34%",
+                "Tech Debt Exposure": "18.83%",
+                "Testing Exposure": "64.46%",
+                "API Exposure": "0.0%",
+                "Concurrency Exposure": "40.0%",
+                "State Flux Exposure": "80.0%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "100.0%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "18.77%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "perl/mojo/IOLoop.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "IOLoop.pm",
+                        "Path": "perl/mojo/IOLoop.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5241.59,
+                        "Y": -220.14,
+                        "Z": 8057.04
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 552,
+                        "Coding LOC": 353,
+                        "Documentation LOC": 35,
+                        "Structural Magnitude": 693.26,
+                        "Control Flow Ratio": "31.4%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 3.843
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "50.0%",
+                        "Error & Exception Exposure": "95.03%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_remove",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "45.0%",
+                            "Start Line": 187,
+                            "End Line": 202
+                        },
+                        {
+                            "Function Name": "_stream",
+                            "Structural Impact": 14.0,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 204,
+                            "End Line": 215
+                        },
+                        {
+                            "Function Name": "server",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 104,
+                            "End Line": 127
+                        },
+                        {
+                            "Function Name": "reset",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 90,
+                            "End Line": 102
+                        },
+                        {
+                            "Function Name": "_maybe_accepting",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 171,
+                            "End Line": 176
+                        },
+                        {
+                            "Function Name": "remove",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 83,
+                            "End Line": 88
+                        },
+                        {
+                            "Function Name": "stream",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 144,
+                            "End Line": 149
+                        },
+                        {
+                            "Function Name": "_id",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 158,
+                            "End Line": 163
+                        },
+                        {
+                            "Function Name": "_not_accepting",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 178,
+                            "End Line": 183
+                        },
+                        {
+                            "Function Name": "subprocess",
+                            "Structural Impact": 4.4,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 151,
+                            "End Line": 154
+                        },
+                        {
+                            "Function Name": "acceptor",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 31,
+                            "End Line": 44
+                        },
+                        {
+                            "Function Name": "one_tick",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 75,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "start",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 131,
+                            "End Line": 135
+                        },
+                        {
+                            "Function Name": "_instance",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 167,
+                            "End Line": 167
+                        },
+                        {
+                            "Function Name": "_limit",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 169,
+                            "End Line": 169
+                        },
+                        {
+                            "Function Name": "_in",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 165,
+                            "End Line": 165
+                        },
+                        {
+                            "Function Name": "_out",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 185,
+                            "End Line": 185
+                        },
+                        {
+                            "Function Name": "client",
+                            "Structural Impact": 2.4,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 46,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "next_tick",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 69,
+                            "End Line": 73
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 1.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 217,
+                            "End Line": 221
+                        },
+                        {
+                            "Function Name": "stop_gracefully",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 139,
+                            "End Line": 142
+                        },
+                        {
+                            "Function Name": "is_running",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 67,
+                            "End Line": 67
+                        },
+                        {
+                            "Function Name": "recurring",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 81,
+                            "End Line": 81
+                        },
+                        {
+                            "Function Name": "singleton",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 129,
+                            "End Line": 129
+                        },
+                        {
+                            "Function Name": "stop",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 137,
+                            "End Line": 137
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 156,
+                            "End Line": 156
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 85,
+                        "Sequential Logic Declarations": 186,
+                        "Function Parameters": 52,
+                        "Function/Method Declarations": 26,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 5,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 2,
+                        "I/O and Network Boundaries": 19,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 232,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 34,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 334,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 43,
+                        "Global State Dependencies": 12,
+                        "Decorators and Annotations": 123,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 6,
+                        "Scientific & Mathematical Operations": 3,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 8,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 34,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 1,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 13,
+                        "Private / Encapsulated Scopes": 68,
+                        "Event Listeners & Subscribers": 8,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 199,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 7,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 6,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 7,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 2,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 12,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::IOLoop",
+                        "Mojo::IOLoop::Client",
+                        "Mojo::IOLoop::Server",
+                        "Mojo::IOLoop::Stream",
+                        "Mojo::IOLoop::Subprocess",
+                        "Mojo::Reactor::Poll",
+                        "Mojo::Util",
+                        "Scalar::Util",
+                        "constant",
+                        "events"
+                    ]
+                },
+                "perl/mojo/Makefile.PL": {
+                    "1. Artifact Identity": {
+                        "Filename": "Makefile.PL",
+                        "Path": "perl/mojo/Makefile.PL",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -5440.69,
+                        "Y": -177.34,
+                        "Z": 7761.73
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 38,
+                        "Coding LOC": 32,
+                        "Documentation LOC": 2,
+                        "Structural Magnitude": 15.64,
+                        "Control Flow Ratio": "73.7%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.594
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "24.41%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.3%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "46.18%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 14,
+                        "Sequential Logic Declarations": 5,
+                        "Function Parameters": 0,
+                        "Function/Method Declarations": 0,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 2,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 0,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 0,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 11,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 1,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 26,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 21,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 12,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "ExtUtils::MakeMaker",
+                        "strict",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/Promise.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Promise.pm",
+                        "Path": "perl/mojo/Promise.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4953.87,
+                        "Y": -211.99,
+                        "Z": 7621.77
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 551,
+                        "Coding LOC": 379,
+                        "Documentation LOC": 18,
+                        "Structural Magnitude": 715.78,
+                        "Control Flow Ratio": "34.4%",
+                        "Popularity Rank": 7,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 4.369
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "50.0%",
+                        "Error & Exception Exposure": "92.82%",
+                        "Tech Debt Exposure": "73.03%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "100.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_all",
+                            "Structural Impact": 22.6,
+                            "Lines of Code (LOC)": 53,
+                            "Control Flow Branches": 9,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "32.1%",
+                            "Start Line": 125,
+                            "End Line": 177
+                        },
+                        {
+                            "Function Name": "_settle",
+                            "Structural Impact": 18.9,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.3%",
+                            "Start Line": 216,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "_finally",
+                            "Structural Impact": 18.7,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "41.2%",
+                            "Start Line": 199,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "map",
+                            "Structural Impact": 14.9,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.0%",
+                            "Start Line": 68,
+                            "End Line": 87
+                        },
+                        {
+                            "Function Name": "AWAIT_GET",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 18,
+                            "End Line": 24
+                        },
+                        {
+                            "Function Name": "DESTROY",
+                            "Structural Impact": 10.2,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 51,
+                            "End Line": 56
+                        },
+                        {
+                            "Function Name": "_timer",
+                            "Structural Impact": 9.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 254,
+                            "End Line": 260
+                        },
+                        {
+                            "Function Name": "_settle_await",
+                            "Structural Impact": 8.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 236,
+                            "End Line": 242
+                        },
+                        {
+                            "Function Name": "_defer",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "36.4%",
+                            "Start Line": 189,
+                            "End Line": 197
+                        },
+                        {
+                            "Function Name": "_then_cb",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 244,
+                            "End Line": 252
+                        },
+                        {
+                            "Function Name": "wait",
+                            "Structural Impact": 6.0,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "30.0%",
+                            "Start Line": 117,
+                            "End Line": 123
+                        },
+                        {
+                            "Function Name": "new",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "28.6%",
+                            "Start Line": 89,
+                            "End Line": 94
+                        },
+                        {
+                            "Function Name": "then",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "14.3%",
+                            "Start Line": 101,
+                            "End Line": 112
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_READY",
+                            "Structural Impact": 4.5,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 28,
+                            "End Line": 32
+                        },
+                        {
+                            "Function Name": "catch",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 62,
+                            "End Line": 62
+                        },
+                        {
+                            "Function Name": "AWAIT_WAIT",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "20.0%",
+                            "Start Line": 45,
+                            "End Line": 49
+                        },
+                        {
+                            "Function Name": "finally",
+                            "Structural Impact": 2.9,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 66,
+                            "End Line": 66
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_READY",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 39,
+                            "End Line": 43
+                        },
+                        {
+                            "Function Name": "_await",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 182,
+                            "End Line": 187
+                        },
+                        {
+                            "Function Name": "reject",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 98,
+                            "End Line": 98
+                        },
+                        {
+                            "Function Name": "resolve",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 99,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "timer",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 114,
+                            "End Line": 114
+                        },
+                        {
+                            "Function Name": "timeout",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 115,
+                            "End Line": 115
+                        },
+                        {
+                            "Function Name": "AWAIT_CHAIN_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 13,
+                            "End Line": 13
+                        },
+                        {
+                            "Function Name": "AWAIT_CLONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 14,
+                            "End Line": 14
+                        },
+                        {
+                            "Function Name": "AWAIT_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 15,
+                            "End Line": 15
+                        },
+                        {
+                            "Function Name": "AWAIT_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 16,
+                            "End Line": 16
+                        },
+                        {
+                            "Function Name": "AWAIT_IS_CANCELLED",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 26,
+                            "End Line": 26
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_DONE",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 34,
+                            "End Line": 34
+                        },
+                        {
+                            "Function Name": "AWAIT_NEW_FAIL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 35,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "AWAIT_ON_CANCEL",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 37,
+                            "End Line": 37
+                        },
+                        {
+                            "Function Name": "all",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 58,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "all_settled",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 59,
+                            "End Line": 59
+                        },
+                        {
+                            "Function Name": "any",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 60,
+                            "End Line": 60
+                        },
+                        {
+                            "Function Name": "clone",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 64,
+                            "End Line": 64
+                        },
+                        {
+                            "Function Name": "race",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 96,
+                            "End Line": 96
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 120,
+                        "Sequential Logic Declarations": 229,
+                        "Function Parameters": 46,
+                        "Function/Method Declarations": 37,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 21,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 4,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 256,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 34,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 270,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 57,
+                        "Global State Dependencies": 11,
+                        "Decorators and Annotations": 59,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 33,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 1,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 36,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 45,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 14,
+                        "Explicit Type Casts": 5,
+                        "Fatal Aborts & Exceptions": 3,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 71,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 235,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 2,
+                        "Time Date Logic": 3,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 4,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 2,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 12,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 8,
+                        "Direct Downstream (Dependency Blast Radius)": 7,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::Exception",
+                        "Mojo::IOLoop",
+                        "Mojo::Promise",
+                        "Mojo::UserAgent",
+                        "Scalar::Util",
+                        "constant"
+                    ]
+                },
+                "perl/mojo/Template.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "Template.pm",
+                        "Path": "perl/mojo/Template.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4881.2,
+                        "Y": -142.36,
+                        "Z": 7464.58
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 673,
+                        "Coding LOC": 422,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 607.54,
+                        "Control Flow Ratio": "52.6%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.124
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "40.86%",
+                        "Error & Exception Exposure": "97.96%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse",
+                            "Structural Impact": 128.6,
+                            "Lines of Code (LOC)": 112,
+                            "Control Flow Branches": 70,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "75.3%",
+                            "Start Line": 27,
+                            "End Line": 138
+                        },
+                        {
+                            "Function Name": "_compile",
+                            "Structural Impact": 49.6,
+                            "Lines of Code (LOC)": 59,
+                            "Control Flow Branches": 32,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "71.1%",
+                            "Start Line": 176,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "process",
+                            "Structural Impact": 11.5,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "35.7%",
+                            "Start Line": 140,
+                            "End Line": 161
+                        },
+                        {
+                            "Function Name": "_wrap",
+                            "Structural Impact": 11.0,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "26.7%",
+                            "Start Line": 255,
+                            "End Line": 274
+                        },
+                        {
+                            "Function Name": "_trim",
+                            "Structural Impact": 10.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 242,
+                            "End Line": 253
+                        },
+                        {
+                            "Function Name": "render_file",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 165,
+                            "End Line": 174
+                        },
+                        {
+                            "Function Name": "_line",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 236,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "render",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 163,
+                            "End Line": 163
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 153,
+                        "Sequential Logic Declarations": 138,
+                        "Function Parameters": 19,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 3,
+                        "Type/Safety Bypasses": 2,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 2,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 375,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 36,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 148,
+                        "Closures and Anonymous Functions": 7,
+                        "Global State Dependencies": 9,
+                        "Decorators and Annotations": 47,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 8,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 15,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 42,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 16,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 2,
+                        "Ad-hoc Print / Debug Statements": 11,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 18,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 95,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 291,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 20,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 13,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 2,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 13,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Carp",
+                        "Mojo::Base",
+                        "Mojo::ByteStream",
+                        "Mojo::Exception",
+                        "Mojo::File",
+                        "Mojo::Template",
+                        "Mojo::Util",
+                        "Time::Piece",
+                        "a",
+                        "at",
+                        "constant",
+                        "newline",
+                        "warnings"
+                    ]
+                },
+                "perl/mojo/WebSocket.pm": {
+                    "1. Artifact Identity": {
+                        "Filename": "WebSocket.pm",
+                        "Path": "perl/mojo/WebSocket.pm",
+                        "Language": "Perl",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "perl",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -4607.68,
+                        "Y": -214.74,
+                        "Z": 8272.97
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 455,
+                        "Coding LOC": 275,
+                        "Documentation LOC": 12,
+                        "Structural Magnitude": 265.8,
+                        "Control Flow Ratio": "39.3%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 1.434
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "46.95%",
+                        "Error & Exception Exposure": "90.91%",
+                        "Tech Debt Exposure": "21.11%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "0.0%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "100.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse_message",
+                            "Structural Impact": 34.9,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 18,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.9%",
+                            "Start Line": 66,
+                            "End Line": 105
+                        },
+                        {
+                            "Function Name": "build_message",
+                            "Structural Impact": 13.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 13,
+                            "End Line": 35
+                        },
+                        {
+                            "Function Name": "finish",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 221,
-                            "End Line": 224
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 48,
+                            "End Line": 58
                         },
                         {
-                            "Function Name": "entity_allocator_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 227,
-                            "End Line": 230
+                            "Function Name": "server_read",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 124,
+                            "End Line": 135
                         },
                         {
-                            "Function Name": "entities_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "server_write",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 237,
-                            "End Line": 240
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 137,
+                            "End Line": 142
                         },
                         {
-                            "Function Name": "entity_count",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "closed",
+                            "Structural Impact": 7.3,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 245,
-                            "End Line": 248
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 40,
+                            "End Line": 44
                         },
                         {
-                            "Function Name": "archetypes",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 251,
-                            "End Line": 254
+                            "Function Name": "send",
+                            "Structural Impact": 6.3,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 116,
+                            "End Line": 122
                         },
                         {
-                            "Function Name": "components",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "with_protocols",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 257,
-                            "End Line": 260
+                            "Control Flow Ratio": "22.2%",
+                            "Start Line": 152,
+                            "End Line": 160
                         },
                         {
-                            "Function Name": "resource_entities",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "with_compression",
+                            "Structural Impact": 4.6,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 263,
-                            "End Line": 266
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 144,
+                            "End Line": 150
                         },
                         {
-                            "Function Name": "storages",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "client_read",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 285,
-                            "End Line": 288
+                            "Start Line": 37,
+                            "End Line": 37
                         },
                         {
-                            "Function Name": "bundles",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "client_write",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 291,
-                            "End Line": 294
+                            "Start Line": 38,
+                            "End Line": 38
                         },
                         {
-                            "Function Name": "removed_components",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "connection",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 297,
-                            "End Line": 300
+                            "Start Line": 46,
+                            "End Line": 46
                         },
                         {
-                            "Function Name": "observers",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "kept_alive",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 303,
-                            "End Line": 306
+                            "Start Line": 62,
+                            "End Line": 62
                         },
                         {
-                            "Function Name": "register_component",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "local_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 327,
-                            "End Line": 329
+                            "Start Line": 63,
+                            "End Line": 63
                         },
                         {
-                            "Function Name": "register_required_components",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "local_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 405,
-                            "End Line": 407
+                            "Start Line": 64,
+                            "End Line": 64
                         },
                         {
-                            "Function Name": "component_id",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "protocol",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 643,
-                            "End Line": 646
+                            "Start Line": 107,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "register_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
+                            "Function Name": "remote_address",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 653,
-                            "End Line": 655
+                            "Start Line": 109,
+                            "End Line": 109
                         },
                         {
-                            "Function Name": "resource_id",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "remote_port",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 664,
-                            "End Line": 667
+                            "Start Line": 110,
+                            "End Line": 110
                         },
                         {
-                            "Function Name": "spawn_empty",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "req",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1305,
-                            "End Line": 1308
+                            "Start Line": 111,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "clear_trackers",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "res",
+                            "Structural Impact": 1.5,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1644,
-                            "End Line": 1647
+                            "Start Line": 112,
+                            "End Line": 112
                         },
                         {
-                            "Function Name": "query",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "is_websocket",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1711,
-                            "End Line": 1714
+                            "Start Line": 60,
+                            "End Line": 60
                         },
                         {
-                            "Function Name": "query_filtered",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "resume",
+                            "Structural Impact": 1.1,
+                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 1735,
-                            "End Line": 1738
-                        },
+                            "Start Line": 114,
+                            "End Line": 114
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 75,
+                        "Sequential Logic Declarations": 116,
+                        "Function Parameters": 36,
+                        "Function/Method Declarations": 22,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 13,
+                        "Exposed API / Public Exports": 0,
+                        "State Mutations / Variable Reassignments": 148,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 44,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 18,
+                        "Global State Dependencies": 4,
+                        "Decorators and Annotations": 56,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 11,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 8,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 4,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 0,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 12,
+                        "Dependency Injection Constructs": 1,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 48,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 12,
+                        "Explicit Type Casts": 3,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 28,
+                        "Private / Encapsulated Scopes": 46,
+                        "Event Listeners & Subscribers": 16,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 143,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 1,
+                        "Time Date Logic": 1,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 1,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 1,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 4,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 7,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "Compress::Raw::Zlib",
+                        "List::Util",
+                        "Mojo::Base",
+                        "Mojo::JSON",
+                        "Mojo::Transaction::WebSocket",
+                        "Mojo::Util",
+                        "Mojo::WebSocket"
+                    ]
+                }
+            }
+        },
+        "embedded_python/meow_turtle": {
+            "Directory Group Magnitude": 2283.92,
+            "File Count": 14,
+            "Ecosystem Fingerprint (Archetypes)": {
+                "Unclassified": "100.0%"
+            },
+            "Average Risk Exposures": {
+                "Cognitive Load Exposure": "22.89%",
+                "Error & Exception Exposure": "62.77%",
+                "Tech Debt Exposure": "27.84%",
+                "Testing Exposure": "30.27%",
+                "API Exposure": "5.33%",
+                "Concurrency Exposure": "12.44%",
+                "State Flux Exposure": "80.9%",
+                "Commented Logic Exposure": "0.0%",
+                "Specification Exposure": "7.14%",
+                "Instability Exposure": "50.0%",
+                "Volatility Exposure": "0.0%",
+                "Documentation Exposure": "30.97%",
+                "Hardcoded Payload Artifacts": "0.0%"
+            },
+            "Files": {
+                "embedded_python/meow_turtle/diagnostics.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "diagnostics.py",
+                        "Path": "embedded_python/meow_turtle/diagnostics.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7901.5,
+                        "Y": -39.7,
+                        "Z": -4142.36
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 169,
+                        "Coding LOC": 82,
+                        "Documentation LOC": 65,
+                        "Structural Magnitude": 67.34,
+                        "Control Flow Ratio": "37.0%",
+                        "Popularity Rank": 5,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.492
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "13.12%",
+                        "Error & Exception Exposure": "46.67%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.61%",
+                        "API Exposure": "6.68%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "53.97%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "38.6%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "try_query",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1786,
-                            "End Line": 1789
+                            "Function Name": "_parse_py_header",
+                            "Structural Impact": 21.1,
+                            "Lines of Code (LOC)": 41,
+                            "Control Flow Branches": 10,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.6%",
+                            "Start Line": 79,
+                            "End Line": 119
                         },
                         {
-                            "Function Name": "try_query_filtered",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "scan",
+                            "Structural Impact": 5.2,
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1813,
-                            "End Line": 1816
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 135,
+                            "End Line": 154
                         },
                         {
-                            "Function Name": "init_non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_parse_config",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 1928,
-                            "End Line": 1931
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 121,
+                            "End Line": 133
                         },
                         {
-                            "Function Name": "remove_non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "get_report_string",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 2007,
-                            "End Line": 2010
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 156,
+                            "End Line": 165
                         },
                         {
-                            "Function Name": "non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.7,
+                            "Lines of Code (LOC)": 25,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2312,
-                            "End Line": 2315
+                            "Start Line": 53,
+                            "End Line": 77
                         },
                         {
-                            "Function Name": "non_send_resource_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2340,
-                            "End Line": 2343
+                            "Start Line": 25,
+                            "End Line": 27
                         },
                         {
-                            "Function Name": "get_non_send_resource",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2369,
-                            "End Line": 2372
+                            "Start Line": 29,
+                            "End Line": 31
                         },
                         {
-                            "Function Name": "get_non_send_resource_mut",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2389,
-                            "End Line": 2392
+                            "Start Line": 33,
+                            "End Line": 35
                         },
                         {
-                            "Function Name": "write_message_default",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 2937,
-                            "End Line": 2940
+                            "Start Line": 37,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "flush_components",
-                            "Structural Impact": 1.6,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3056,
-                            "End Line": 3058
+                            "Start Line": 41,
+                            "End Line": 43
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 17,
+                        "Sequential Logic Declarations": 29,
+                        "Function Parameters": 10,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 2,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 4,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 3,
+                        "Exposed API / Public Exports": 13,
+                        "State Mutations / Variable Reassignments": 5,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 26,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 14,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 7,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 76,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 9,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 0,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 5,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                    },
+                    "9. Extracted Dependencies": [
+                        "failures.",
+                        "json",
+                        "lib.logging",
+                        "os"
+                    ]
+                },
+                "embedded_python/meow_turtle/logging.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "logging.py",
+                        "Path": "embedded_python/meow_turtle/logging.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -8214.0,
+                        "Y": -50.45,
+                        "Z": -3868.01
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 119,
+                        "Coding LOC": 51,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 47.52,
+                        "Control Flow Ratio": "31.8%",
+                        "Popularity Rank": 15,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.514
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "14.02%",
+                        "Error & Exception Exposure": "56.33%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.68%",
+                        "API Exposure": "4.81%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "83.77%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "28.17%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "_push",
+                            "Structural Impact": 12.3,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 45,
+                            "End Line": 67
                         },
                         {
-                            "Function Name": "last_change_tick",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "pop",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3110,
-                            "End Line": 3113
+                            "Control Flow Ratio": "40.0%",
+                            "Start Line": 78,
+                            "End Line": 86
                         },
                         {
-                            "Function Name": "last_trigger_id",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "has_msg",
+                            "Structural Impact": 3.2,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3117,
-                            "End Line": 3120
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 69,
+                            "End Line": 76
                         },
                         {
-                            "Function Name": "drop",
-                            "Structural Impact": 1.6,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3218,
-                            "End Line": 3220
+                            "Start Line": 89,
+                            "End Line": 91
                         },
                         {
-                            "Function Name": "clear_all",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3277,
-                            "End Line": 3280
+                            "Start Line": 93,
+                            "End Line": 95
                         },
                         {
-                            "Function Name": "clear_non_send",
-                            "Structural Impact": 1.6,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3317,
-                            "End Line": 3319
+                            "Start Line": 97,
+                            "End Line": 99
                         },
                         {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 3923,
-                            "End Line": 3926
+                            "Start Line": 101,
+                            "End Line": 103
                         },
                         {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4237,
-                            "End Line": 4240
+                            "Start Line": 105,
+                            "End Line": 107
                         },
                         {
-                            "Function Name": "init_resource_does_not_overwrite",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 8,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4243,
-                            "End Line": 4254
+                            "Start Line": 36,
+                            "End Line": 43
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 7,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 9,
+                        "Function/Method Declarations": 9,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 0,
+                        "Type/Safety Bypasses": 0,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 5,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 22,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 2,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 11,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 4,
+                        "Ad-hoc Print / Debug Statements": 1,
+                        "Explicit Type Casts": 1,
+                        "Fatal Aborts & Exceptions": 0,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 9,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 32,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 20,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 12,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 15,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 4
+                    },
+                    "9. Extracted Dependencies": [
+                        "_thread",
+                        "collections"
+                    ]
+                },
+                "embedded_python/meow_turtle/meowprotocol.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "meowprotocol.py",
+                        "Path": "embedded_python/meow_turtle/meowprotocol.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7997.31,
+                        "Y": 75.93,
+                        "Z": -4550.98
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 253,
+                        "Coding LOC": 132,
+                        "Documentation LOC": 82,
+                        "Structural Magnitude": 103.04,
+                        "Control Flow Ratio": "49.2%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.455
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "11.74%",
+                        "Error & Exception Exposure": "53.87%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "6.24%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "87.68%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "14.48%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "parse_stream",
+                            "Structural Impact": 25.7,
+                            "Lines of Code (LOC)": 63,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 140,
+                            "End Line": 202
                         },
                         {
-                            "Function Name": "init_non_send_does_not_overwrite",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4256,
-                            "End Line": 4267
+                            "Function Name": "_decode_hex_frame",
+                            "Structural Impact": 18.1,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 8,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 204,
+                            "End Line": 253
                         },
                         {
-                            "Function Name": "new_world_has_disabling",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4573,
-                            "End Line": 4583
+                            "Function Name": "build_packet",
+                            "Structural Impact": 11.1,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 98,
+                            "End Line": 124
                         },
                         {
-                            "Function Name": "from_world",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "crc16_ccitt",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 3918,
-                            "End Line": 3918
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 62,
+                            "End Line": 75
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.3,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 4021,
-                            "End Line": 4026
+                            "Function Name": "priority_sort",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "37.5%",
+                            "Start Line": 78,
+                            "End Line": 95
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 191,
-                            "End Line": 194
+                            "Function Name": "get_priority",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 8,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 86,
+                            "End Line": 93
                         },
                         {
-                            "Function Name": "spawn_empty_bundle",
-                            "Structural Impact": 1.2,
-                            "Lines of Code (LOC)": 5,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 4406,
-                            "End Line": 4410
+                            "Start Line": 133,
+                            "End Line": 138
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 116,
-                        "Sequential Logic Declarations": 567,
-                        "Function Parameters": 246,
-                        "Function/Method Declarations": 191,
-                        "Class/Entity Declarations": 20,
-                        "Defensive Programming Constructs": 213,
-                        "Type/Safety Bypasses": 38,
-                        "High-Risk Execution Commands": 5,
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 31,
+                        "Function Parameters": 7,
+                        "Function/Method Declarations": 7,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 8,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 187,
-                        "State Mutations / Variable Reassignments": 320,
-                        "Commented-out Code (Dead Logic)": 230,
-                        "Structured Documentation Blocks": 1921,
-                        "Unit Test Assertions": 117,
-                        "Asynchronous/Concurrent Execution": 94,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 14,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 16,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 27,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 174,
-                        "Generic Type Abstractions": 357,
-                        "Collection Iterators / Comprehensions": 32,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 32,
+                        "Module Dependencies (Imports)": 3,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 3,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 12,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 154,
-                        "Manual Memory Allocation": 3,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 6,
-                        "Ad-hoc Print / Debug Statements": 3,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 14,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 2,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 31,
-                        "Thread Synchronization Locks": 10,
-                        "Immutable Data Declarations": 16,
-                        "Resource Deallocation & Cleanup": 9,
-                        "Private / Encapsulated Scopes": 187,
+                        "Bitwise Operations": 5,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 3,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 2138,
+                        "Structural Space Indentations": 91,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -562202,23 +562651,23 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 200,
+                        "Core Var Decl": 59,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 193,
-                        "Design Pascal Case": 6,
-                        "Design Upper Case": 1,
-                        "Design Short Vars": 9,
-                        "Design Long Vars": 1,
+                        "Design Snake Case": 25,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 34,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 56,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 0,
+                        "High-Entropy / Obfuscated Logic": 1,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
-                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
                         "Global Environment Mutation": 0,
                         "Commented-Out Executable Logic": 0,
                         "Low-Level Bitwise / Cryptographic Math": 0,
@@ -562234,393 +562683,606 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 156,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "ADD",
-                        "Archetypes",
-                        "AtomicU32",
-                        "BundleId",
-                        "BundleInfo",
-                        "BundleInserter",
-                        "BundleSpawner",
-                        "Bundles",
-                        "CHECK_TICK_THRESHOLD",
-                        "ComponentDescriptor",
-                        "ComponentId",
-                        "ComponentIds",
-                        "ComponentInfo",
-                        "ComponentTicks",
-                        "ComponentTicksMut",
-                        "Components",
-                        "ComponentsQueuedRegistrator",
-                        "ComponentsRegistrator",
-                        "DESPAWN",
-                        "DISCARD",
-                        "DeferredWorld",
-                        "Despawn",
-                        "DetectChangesMut",
-                        "Disabled",
-                        "Discard",
-                        "DynamicBundle",
-                        "DynamicComponentFetch",
-                        "Entity",
-                        "EntityAllocator",
-                        "EntityMut",
-                        "EntityMutExcept",
-                        "EntityMutableFetchError",
-                        "EntityNotSpawnedError",
-                        "EntityRef",
-                        "EntityRefExcept",
-                        "EntityWorldMut",
-                        "FallbackErrorHandler",
-                        "FilteredEntityMut",
-                        "FilteredEntityRef",
-                        "HashSet",
-                        "INSERT",
-                        "IS_RESOURCE",
-                        "Insert",
-                        "InsertMode",
-                        "MaybeLocation",
-                        "MessageId",
-                        "Messages",
-                        "MovingPtr",
-                        "Mut",
-                        "MutUntyped",
-                        "Mutable",
-                        "NoBundleEffect",
-                        "OccupiedComponentEntry",
-                        "On",
-                        "Ordering",
-                        "OwningPtr",
-                        "Ptr",
-                        "QueryData",
-                        "QueryFilter",
-                        "QueryState",
-                        "REMOVE",
-                        "Ref",
-                        "Remove",
-                        "RemovedComponentMessages",
-                        "RequiredComponents",
-                        "RequiredComponentsError",
-                        "Res",
-                        "Resource",
-                        "ResourceEntities",
-                        "ScheduleLabel",
-                        "Schedules",
-                        "SpawnError",
-                        "StorageType",
-                        "Storages",
-                        "Tick",
-                        "ToString",
-                        "TryFromFilteredError",
-                        "TryInsertBatchError",
-                        "TryRunScheduleError",
-                        "UnsafeFilteredEntityMut",
-                        "UnsafeWorldCell",
-                        "VacantComponentEntry",
-                        "World",
-                        "WorldEntityFetch",
-                        "WriteBatchIds",
-                        "alloc::\n        borrow::ToOwned",
-                        "alloc::boxed::Box",
-                        "bevy_ecs::bundle::Bundle",
-                        "bevy_ecs::change_detection::MutUntyped",
-                        "bevy_ecs::component::Component",
-                        "bevy_ecs::prelude::*",
-                        "bevy_ecs_macros::Component",
-                        "bevy_ecs_macros::FromWorld",
-                        "bevy_platform::collections::HashMap",
-                        "bevy_platform::sync::atomic::AtomicU32",
-                        "bevy_ptr::Ptr",
-                        "bevy_ptr::move_as_ptr",
-                        "bevy_utils::prelude::DebugName",
-                        "bundle::\n        Bundle",
-                        "change_detection::\n        CheckChangeTicks",
-                        "component::\n        Component",
-                        "component::Component",
-                        "component::ComponentCloneBehavior",
-                        "core::\n        any::TypeId",
-                        "core::any::TypeId",
-                        "core::panic::Location",
-                        "crate::\n        change_detection::DetectChangesMut",
-                        "crate::\n    archetype::ArchetypeId",
-                        "crate::\n    change_detection::Mut",
-                        "deferred_world::DeferredWorld",
-                        "entity::Entities",
-                        "entity::Entity",
-                        "entity::EntityHashSet",
-                        "entity_access::\n    ComponentEntry",
-                        "entity_disabling::DefaultQueryFilters",
-                        "entity_fetch::EntityFetcher",
-                        "error::\n            EntityDespawnError",
-                        "error::ErrorHandler",
-                        "filtered_resource::*",
-                        "fmt",
-                        "identifier::WorldId",
-                        "lifecycle::ComponentHooks",
-                        "log::warn",
-                        "mem::ManuallyDrop",
-                        "message::Message",
-                        "observer::Observers",
-                        "panic",
-                        "prelude::Add",
-                        "prelude::Event",
-                        "ptr::OwningPtr",
-                        "query::DebugCheckedUnwrap",
-                        "query::With",
-                        "relationship::RelationshipHookMode",
-                        "resource::IsResource",
-                        "resource::Resource",
-                        "schedule::Schedule",
-                        "schedule::ScheduleLabel",
-                        "spawn_batch::*",
-                        "std::any::TypeId",
-                        "std::collections::HashMap",
-                        "std::println",
-                        "storage::NonSendData",
-                        "string::String",
-                        "super::FromWorld",
-                        "sync::Arc",
-                        "sync::Mutex",
-                        "sync::atomic::AtomicBool",
-                        "system::Commands",
-                        "unsafe_world_cell::UnsafeEntityCell",
-                        "vec",
-                        "vec::Vec",
-                        "world::\n        command_queue::RawCommandQueue",
-                        "world::DeferredWorld",
-                        "world::World",
-                        "world::command_queue::CommandQueue",
-                        "world::error::EntityMutableFetchError"
+                        "binascii",
+                        "lib.logging",
+                        "struct"
                     ]
                 },
-                "rust/bevy/bevy_reflect_path.rs": {
+                "embedded_python/meow_turtle/mpu6050.py": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_reflect_path.rs",
-                        "Path": "rust/bevy/bevy_reflect_path.rs",
-                        "Language": "Rust",
+                        "Filename": "mpu6050.py",
+                        "Path": "embedded_python/meow_turtle/mpu6050.py",
+                        "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 7127.67,
-                        "Y": -36.01,
-                        "Z": -5410.17
+                        "X": -9044.85,
+                        "Y": 39.31,
+                        "Z": -4606.1
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 205,
-                        "Coding LOC": 164,
-                        "Documentation LOC": 14,
-                        "Structural Magnitude": 67.48,
-                        "Control Flow Ratio": "33.3%",
+                        "Total LOC": 150,
+                        "Coding LOC": 70,
+                        "Documentation LOC": 57,
+                        "Structural Magnitude": 39.9,
+                        "Control Flow Ratio": "15.4%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.287
+                        "Raw Cognitive Density": 0.257
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "11.89%",
-                        "Error & Exception Exposure": "8.62%",
-                        "Tech Debt Exposure": "21.75%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "2.6%",
+                        "Cognitive Load Exposure": "6.11%",
+                        "Error & Exception Exposure": "57.26%",
+                        "Tech Debt Exposure": "92.41%",
+                        "Testing Exposure": "2.49%",
+                        "API Exposure": "3.1%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "73.39%",
+                        "State Flux Exposure": "75.92%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "15.35%",
+                        "Documentation Exposure": "11.92%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "access_following",
-                            "Structural Impact": 12.9,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "75.0%",
-                            "Start Line": 86,
-                            "End Line": 101
+                            "Function Name": "__init__",
+                            "Structural Impact": 5.3,
+                            "Lines of Code (LOC)": 26,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 45,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "next_token",
-                            "Structural Impact": 7.1,
-                            "Lines of Code (LOC)": 29,
-                            "Control Flow Branches": 3,
+                            "Function Name": "get_raw_values",
+                            "Structural Impact": 4.0,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "27.3%",
-                            "Start Line": 48,
-                            "End Line": 76
+                            "Control Flow Ratio": "16.7%",
+                            "Start Line": 103,
+                            "End Line": 126
                         },
                         {
-                            "Function Name": "fmt",
-                            "Structural Impact": 3.9,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "bytes_to_int",
+                            "Structural Impact": 3.7,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 156,
-                            "End Line": 164
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 113,
+                            "End Line": 116
                         },
                         {
-                            "Function Name": "next",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 13,
+                            "Function Name": "ping",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "25.0%",
-                            "Start Line": 111,
-                            "End Line": 123
+                            "Start Line": 80,
+                            "End Line": 90
                         },
                         {
-                            "Function Name": "symbol_from_byte",
+                            "Function Name": "close",
                             "Structural Impact": 3.3,
-                            "Lines of Code (LOC)": 9,
+                            "Lines of Code (LOC)": 10,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 169,
-                            "End Line": 177
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 92,
+                            "End Line": 101
                         },
                         {
-                            "Function Name": "next_ident",
-                            "Structural Impact": 3.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 1,
+                            "Function Name": "get_values",
+                            "Structural Impact": 2.6,
+                            "Lines of Code (LOC)": 23,
+                            "Control Flow Branches": 0,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 78,
-                            "End Line": 84
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 128,
+                            "End Line": 150
                         },
                         {
-                            "Function Name": "field_index",
-                            "Structural Impact": 3.0,
+                            "Function Name": "_write_register",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 134,
-                            "End Line": 136
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 72,
+                            "End Line": 74
                         },
                         {
-                            "Function Name": "list_index",
-                            "Structural Impact": 3.0,
+                            "Function Name": "_read_register",
+                            "Structural Impact": 2.1,
                             "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 1,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 76,
+                            "End Line": 78
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 4,
+                        "Sequential Logic Declarations": 22,
+                        "Function Parameters": 8,
+                        "Function/Method Declarations": 8,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 3,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 6,
+                        "State Mutations / Variable Reassignments": 6,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 18,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 3,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 9,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 1,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 9,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 52,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 22,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 8,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 14,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 3,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 3,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "lib.logging",
+                        "micropython",
+                        "time"
+                    ]
+                },
+                "embedded_python/meow_turtle/ota.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "ota.py",
+                        "Path": "embedded_python/meow_turtle/ota.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Alert": "TYPOSQUATTING THREAT: 'ubinascii' mimics 'binascii'",
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -9009.07,
+                        "Y": 33.15,
+                        "Z": -4425.36
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 238,
+                        "Coding LOC": 143,
+                        "Documentation LOC": 65,
+                        "Structural Magnitude": 140.46,
+                        "Control Flow Ratio": "42.9%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.974
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "35.5%",
+                        "Error & Exception Exposure": "78.95%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.5%",
+                        "API Exposure": "6.74%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "22.21%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "verify_and_commit",
+                            "Structural Impact": 24.9,
+                            "Lines of Code (LOC)": 73,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "100.0%",
-                            "Start Line": 137,
-                            "End Line": 139
+                            "Control Flow Ratio": "46.7%",
+                            "Start Line": 153,
+                            "End Line": 225
                         },
                         {
-                            "Function Name": "new",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 43,
-                            "End Line": 46
+                            "Function Name": "start_update",
+                            "Structural Impact": 20.2,
+                            "Lines of Code (LOC)": 46,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 81,
+                            "End Line": 126
                         },
                         {
-                            "Function Name": "offset",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 3,
-                            "Control Flow Branches": 0,
+                            "Function Name": "_ensure_path",
+                            "Structural Impact": 9.6,
+                            "Lines of Code (LOC)": 19,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 61,
+                            "End Line": 79
+                        },
+                        {
+                            "Function Name": "write_chunk",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 128,
+                            "End Line": 151
+                        },
+                        {
+                            "Function Name": "abort",
+                            "Structural Impact": 4.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 103,
-                            "End Line": 105
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 227,
+                            "End Line": 238
                         },
                         {
-                            "Function Name": "field",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 130,
-                            "End Line": 133
+                            "Start Line": 49,
+                            "End Line": 59
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 30,
+                        "Sequential Logic Declarations": 40,
+                        "Function Parameters": 6,
+                        "Function/Method Declarations": 6,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 24,
+                        "Type/Safety Bypasses": 14,
+                        "High-Risk Execution Commands": 0,
+                        "I/O and Network Boundaries": 11,
+                        "Exposed API / Public Exports": 10,
+                        "State Mutations / Variable Reassignments": 58,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 16,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 4,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 11,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 1,
+                        "Thread Sleeps & Blocking Waits": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 3,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 136,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 0,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 9,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 8,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 1,
+                        "Design Short Vars": 0,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 0,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 1,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 1,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 4,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 1,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
+                    },
+                    "9. Extracted Dependencies": [
+                        "hashlib",
+                        "lib.logging",
+                        "os",
+                        "ubinascii"
+                    ]
+                },
+                "embedded_python/meow_turtle/tester.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "tester.py",
+                        "Path": "embedded_python/meow_turtle/tester.py",
+                        "Language": "Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -9046.66,
+                        "Y": -72.82,
+                        "Z": -4352.06
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": "Unclassified",
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 111,
+                        "Coding LOC": 49,
+                        "Documentation LOC": 38,
+                        "Structural Magnitude": 56.78,
+                        "Control Flow Ratio": "50.0%",
+                        "Popularity Rank": 0,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.592
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "17.35%",
+                        "Error & Exception Exposure": "57.83%",
+                        "Tech Debt Exposure": "63.67%",
+                        "Testing Exposure": "2.88%",
+                        "API Exposure": "4.66%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "93.2%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "11.92%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "run_sequence",
+                            "Structural Impact": 40.6,
+                            "Lines of Code (LOC)": 97,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 15,
+                            "End Line": 111
                         },
                         {
-                            "Function Name": "parse_invalid",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 185,
-                            "End Line": 203
+                            "Function Name": "wait_and_update",
+                            "Structural Impact": 7.2,
+                            "Lines of Code (LOC)": 30,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 31,
+                            "End Line": 60
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 17,
-                        "Sequential Logic Declarations": 34,
-                        "Function Parameters": 15,
-                        "Function/Method Declarations": 12,
-                        "Class/Entity Declarations": 5,
-                        "Defensive Programming Constructs": 43,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 15,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 3,
                         "Type/Safety Bypasses": 1,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 15,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 6,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 2,
-                        "Unit Test Assertions": 4,
+                        "Structured Documentation Blocks": 6,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 15,
-                        "Generic Type Abstractions": 41,
-                        "Collection Iterators / Comprehensions": 1,
-                        "Scientific & Mathematical Operations": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 5,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 13,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 11,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 1,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 6,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 2,
+                        "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 133,
+                        "Structural Space Indentations": 46,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -562637,15 +563299,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 17,
+                        "Core Var Decl": 11,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 9,
-                        "Design Pascal Case": 7,
+                        "Design Snake Case": 11,
+                        "Design Pascal Case": 0,
                         "Design Upper Case": 0,
                         "Design Short Vars": 1,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 2,
+                        "Orphaned Logic": 1,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -562669,131 +563331,204 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 9,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "ReflectPathError",
-                        "Write",
-                        "core::\n    fmt::self",
-                        "crate::path::ParsedPath",
-                        "num::ParseIntError",
-                        "str::from_utf8_unchecked",
-                        "super::*",
-                        "super::Access",
-                        "thiserror::Error"
+                        "lib.logging",
+                        "time"
                     ]
                 },
-                "rust/bevy/bevy_render_phase.rs": {
+                "embedded_python/meow_turtle/tsl2591.py": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_render_phase.rs",
-                        "Path": "rust/bevy/bevy_render_phase.rs",
-                        "Language": "Rust",
+                        "Filename": "tsl2591.py",
+                        "Path": "embedded_python/meow_turtle/tsl2591.py",
+                        "Language": "Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1.5,
+                        "Identity Proof": "Ecosystem Consensus Lock (72% Local Dominance)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6494.09,
-                        "Y": -4.97,
-                        "Z": -4441.8
+                        "X": -8201.38,
+                        "Y": 89.9,
+                        "Z": -4996.12
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
                         "Repository Drift (Z-Score)": 0.0,
                         "Repository Fingerprint": {},
-                        "File Archetype": null,
+                        "File Archetype": "Unclassified",
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 40,
-                        "Coding LOC": 28,
-                        "Documentation LOC": 5,
-                        "Structural Magnitude": 8.76,
-                        "Control Flow Ratio": "0.0%",
+                        "Total LOC": 126,
+                        "Coding LOC": 74,
+                        "Documentation LOC": 29,
+                        "Structural Magnitude": 55.58,
+                        "Control Flow Ratio": "23.3%",
                         "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.0
+                        "Raw Cognitive Density": 0.446
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "2.37%",
-                        "Error & Exception Exposure": "0.0%",
-                        "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.36%",
-                        "API Exposure": "3.73%",
+                        "Cognitive Load Exposure": "11.43%",
+                        "Error & Exception Exposure": "60.44%",
+                        "Tech Debt Exposure": "99.28%",
+                        "Testing Exposure": "2.53%",
+                        "API Exposure": "2.67%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "98.53%",
                         "Commented Logic Exposure": "0.0%",
                         "Specification Exposure": "100.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "38.49%",
+                        "Documentation Exposure": "44.09%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "distance",
+                            "Function Name": "get_raw_channels",
+                            "Structural Impact": 6.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 108,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 5.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 33,
+                            "End Line": 54
+                        },
+                        {
+                            "Function Name": "_read_register",
+                            "Structural Impact": 4.3,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 60,
+                            "End Line": 65
+                        },
+                        {
+                            "Function Name": "ping",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 10,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 67,
+                            "End Line": 76
+                        },
+                        {
+                            "Function Name": "close",
+                            "Structural Impact": 3.1,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 87,
+                            "End Line": 92
+                        },
+                        {
+                            "Function Name": "_write_register",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 56,
+                            "End Line": 58
+                        },
+                        {
+                            "Function Name": "set_gain",
                             "Structural Impact": 2.0,
                             "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 24
+                            "Start Line": 94,
+                            "End Line": 99
                         },
                         {
-                            "Function Name": "from_world_from_view",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "set_timing",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 6,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 101,
+                            "End Line": 106
+                        },
+                        {
+                            "Function Name": "enable",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 10,
-                            "End Line": 16
+                            "Start Line": 78,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "distance",
-                            "Structural Impact": 1.4,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "disable",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 32,
-                            "End Line": 38
+                            "Start Line": 83,
+                            "End Line": 85
+                        },
+                        {
+                            "Function Name": "get_full_luminosity",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 4,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 123,
+                            "End Line": 126
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 0,
-                        "Sequential Logic Declarations": 9,
-                        "Function Parameters": 3,
-                        "Function/Method Declarations": 3,
+                        "Control Flow Branches": 7,
+                        "Sequential Logic Declarations": 23,
+                        "Function Parameters": 11,
+                        "Function/Method Declarations": 11,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
                         "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 3,
-                        "State Mutations / Variable Reassignments": 0,
+                        "Exposed API / Public Exports": 9,
+                        "State Mutations / Variable Reassignments": 12,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 3,
-                        "Unit Test Assertions": 4,
+                        "Structured Documentation Blocks": 18,
+                        "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 1,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
-                        "Scientific & Mathematical Operations": 1,
+                        "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
@@ -562802,23 +563537,23 @@
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 2,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 0,
+                        "Bitwise Operations": 3,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 3,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 23,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 20,
+                        "Structural Space Indentations": 55,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
@@ -562835,15 +563570,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 3,
+                        "Core Var Decl": 26,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 3,
+                        "Design Snake Case": 10,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 0,
-                        "Design Long Vars": 0,
+                        "Design Upper Case": 16,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 3,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 0,
+                        "Orphaned Logic": 5,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -562867,35 +563602,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 5,
+                        "Direct Upstream (Fragility)": 2,
                         "Direct Downstream (Dependency Blast Radius)": 0,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Mat4",
-                        "Vec3",
-                        "Vec4",
-                        "bevy_math::Affine3A",
-                        "super::ViewRangefinder3d"
+                        "micropython",
+                        "time"
                     ]
                 },
-                "rust/bevy/bevy_schedule_graph.rs": {
+                "embedded_python/meow_turtle/actuators.py": {
                     "1. Artifact Identity": {
-                        "Filename": "bevy_schedule_graph.rs",
-                        "Path": "rust/bevy/bevy_schedule_graph.rs",
-                        "Language": "Rust",
+                        "Filename": "actuators.py",
+                        "Path": "embedded_python/meow_turtle/actuators.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "rust",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .rs)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": 6151.52,
-                        "Y": 119.37,
-                        "Z": -5176.19
+                        "X": -8432.09,
+                        "Y": 26.08,
+                        "Z": -4860.77
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -562904,159 +563636,189 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 283,
-                        "Coding LOC": 187,
-                        "Documentation LOC": 65,
-                        "Structural Magnitude": 70.54,
-                        "Control Flow Ratio": "26.0%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 535,
+                        "Coding LOC": 314,
+                        "Documentation LOC": 142,
+                        "Structural Magnitude": 306.78,
+                        "Control Flow Ratio": "72.3%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.383
+                        "Raw Cognitive Density": 0.707
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "9.38%",
-                        "Error & Exception Exposure": "13.66%",
-                        "Tech Debt Exposure": "75.21%",
-                        "Testing Exposure": "2.34%",
-                        "API Exposure": "1.94%",
-                        "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "75.57%",
+                        "Cognitive Load Exposure": "24.75%",
+                        "Error & Exception Exposure": "57.74%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "80.0%",
+                        "API Exposure": "4.14%",
+                        "Concurrency Exposure": "75.28%",
+                        "State Flux Exposure": "81.26%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "23.56%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "visit_once",
-                            "Structural Impact": 23.6,
-                            "Lines of Code (LOC)": 71,
-                            "Control Flow Branches": 9,
+                            "Function Name": "update_verification",
+                            "Structural Impact": 71.9,
+                            "Lines of Code (LOC)": 96,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "80.6%",
+                            "Start Line": 321,
+                            "End Line": 416
+                        },
+                        {
+                            "Function Name": "update",
+                            "Structural Impact": 64.9,
+                            "Lines of Code (LOC)": 98,
+                            "Control Flow Branches": 29,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "32.1%",
-                            "Start Line": 150,
-                            "End Line": 220
+                            "Control Flow Ratio": "90.6%",
+                            "Start Line": 421,
+                            "End Line": 518
                         },
                         {
-                            "Function Name": "next_scc",
-                            "Structural Impact": 13.1,
-                            "Lines of Code (LOC)": 35,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 110,
-                            "End Line": 144
+                            "Function Name": "__init__",
+                            "Structural Impact": 44.7,
+                            "Lines of Code (LOC)": 131,
+                            "Control Flow Branches": 21,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 75,
+                            "End Line": 205
                         },
                         {
-                            "Function Name": "next",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 236,
-                            "End Line": 239
+                            "Function Name": "emergency_stop",
+                            "Structural Impact": 25.7,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 13,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "86.7%",
+                            "Start Line": 290,
+                            "End Line": 318
                         },
                         {
-                            "Function Name": "new_tarjan_scc",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 30,
-                            "Control Flow Branches": 0,
+                            "Function Name": "set_target",
+                            "Structural Impact": 13.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 229,
+                            "End Line": 256
+                        },
+                        {
+                            "Function Name": "__exit__",
+                            "Structural Impact": 7.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 212,
+                            "End Line": 225
+                        },
+                        {
+                            "Function Name": "get_telemetry_string",
+                            "Structural Impact": 6.5,
+                            "Lines of Code (LOC)": 16,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 19,
-                            "End Line": 48
+                            "Control Flow Ratio": "60.0%",
+                            "Start Line": 258,
+                            "End Line": 273
                         },
                         {
-                            "Function Name": "a_b_c_a",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 263,
-                            "End Line": 281
+                            "Function Name": "safe_stop",
+                            "Structural Impact": 4.9,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 275,
+                            "End Line": 288
                         },
                         {
-                            "Function Name": "size_hint",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
+                            "Function Name": "perform_health_audit",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 241,
-                            "End Line": 244
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 522,
+                            "End Line": 535
                         },
                         {
-                            "Function Name": "kind",
+                            "Function Name": "__enter__",
                             "Structural Impact": 1.6,
                             "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 258,
-                            "End Line": 260
+                            "Start Line": 208,
+                            "End Line": 210
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 19,
-                        "Sequential Logic Declarations": 54,
+                        "Control Flow Branches": 107,
+                        "Sequential Logic Declarations": 41,
                         "Function Parameters": 10,
-                        "Function/Method Declarations": 7,
-                        "Class/Entity Declarations": 3,
-                        "Defensive Programming Constructs": 34,
-                        "Type/Safety Bypasses": 1,
+                        "Function/Method Declarations": 10,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 20,
+                        "Type/Safety Bypasses": 7,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 2,
-                        "State Mutations / Variable Reassignments": 17,
+                        "I/O and Network Boundaries": 11,
+                        "Exposed API / Public Exports": 15,
+                        "State Mutations / Variable Reassignments": 28,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 43,
-                        "Unit Test Assertions": 7,
-                        "Asynchronous/Concurrent Execution": 0,
+                        "Structured Documentation Blocks": 24,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 13,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 1,
+                        "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 3,
-                        "Generic Type Abstractions": 26,
-                        "Collection Iterators / Comprehensions": 2,
-                        "Scientific & Mathematical Operations": 1,
-                        "Metaprogramming & Reflection": 0,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 1,
+                        "Collection Iterators / Comprehensions": 3,
+                        "Scientific & Mathematical Operations": 6,
+                        "Metaprogramming & Reflection": 3,
                         "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 1,
-                        "Specification Traceability Tags": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 37,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 6,
-                        "Manual Memory Allocation": 1,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
+                        "Explicit Type Casts": 2,
                         "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 4,
-                        "Thread Synchronization Locks": 0,
-                        "Immutable Data Declarations": 1,
-                        "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 2,
+                        "Bitwise Operations": 2,
+                        "Thread Synchronization Locks": 1,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 1,
+                        "Private / Encapsulated Scopes": 17,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 165,
+                        "Structural Space Indentations": 296,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 4,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
@@ -563069,15 +563831,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 23,
+                        "Core Var Decl": 86,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 20,
-                        "Design Pascal Case": 3,
-                        "Design Upper Case": 0,
-                        "Design Short Vars": 1,
+                        "Design Snake Case": 78,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 8,
+                        "Design Short Vars": 4,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 3,
+                        "Orphaned Logic": 0,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -563101,62 +563863,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 6,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 2,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "GraphNodeId",
-                        "alloc::vec::Vec",
-                        "core::hash::BuildHasher",
-                        "crate::schedule::graph::DiGraph",
-                        "crate::schedule::graph::Direction",
-                        "num::NonZeroUsize",
-                        "smallvec::SmallVec",
-                        "super::*"
+                        "_thread",
+                        "bldc_driver",
+                        "lib.logging",
+                        "machine",
+                        "time",
+                        "vibration_driver"
                     ]
-                }
-            }
-        },
-        "perl/mojo": {
-            "Directory Group Magnitude": 2298.02,
-            "File Count": 5,
-            "Ecosystem Fingerprint (Archetypes)": {
-                "Unclassified": "100.0%"
-            },
-            "Average Risk Exposures": {
-                "Cognitive Load Exposure": "42.44%",
-                "Error & Exception Exposure": "75.34%",
-                "Tech Debt Exposure": "18.83%",
-                "Testing Exposure": "64.46%",
-                "API Exposure": "0.0%",
-                "Concurrency Exposure": "40.0%",
-                "State Flux Exposure": "80.0%",
-                "Commented Logic Exposure": "0.0%",
-                "Specification Exposure": "100.0%",
-                "Instability Exposure": "50.0%",
-                "Volatility Exposure": "0.0%",
-                "Documentation Exposure": "18.77%",
-                "Hardcoded Payload Artifacts": "0.0%"
-            },
-            "Files": {
-                "perl/mojo/IOLoop.pm": {
+                },
+                "embedded_python/meow_turtle/app.py": {
                     "1. Artifact Identity": {
-                        "Filename": "IOLoop.pm",
-                        "Path": "perl/mojo/IOLoop.pm",
-                        "Language": "Perl",
+                        "Filename": "app.py",
+                        "Path": "embedded_python/meow_turtle/app.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5241.59,
-                        "Y": -220.14,
-                        "Z": 8057.04
+                        "X": -8436.68,
+                        "Y": 19.08,
+                        "Z": -4571.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -563165,353 +563901,293 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 552,
-                        "Coding LOC": 353,
-                        "Documentation LOC": 35,
-                        "Structural Magnitude": 693.26,
-                        "Control Flow Ratio": "31.4%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 1354,
+                        "Coding LOC": 925,
+                        "Documentation LOC": 221,
+                        "Structural Magnitude": 667.7,
+                        "Control Flow Ratio": "72.9%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 3.843
+                        "Raw Cognitive Density": 0.73
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "50.0%",
-                        "Error & Exception Exposure": "95.03%",
+                        "Cognitive Load Exposure": "35.53%",
+                        "Error & Exception Exposure": "62.04%",
                         "Tech Debt Exposure": "0.0%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
+                        "API Exposure": "6.67%",
+                        "Concurrency Exposure": "22.78%",
+                        "State Flux Exposure": "59.02%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "15.16%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_remove",
-                            "Structural Impact": 18.1,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "45.0%",
-                            "Start Line": 187,
-                            "End Line": 202
+                            "Function Name": "process_packet",
+                            "Structural Impact": 257.7,
+                            "Lines of Code (LOC)": 354,
+                            "Control Flow Branches": 119,
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "83.2%",
+                            "Start Line": 651,
+                            "End Line": 1004
                         },
                         {
-                            "Function Name": "_stream",
-                            "Structural Impact": 14.0,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "55.6%",
-                            "Start Line": 204,
-                            "End Line": 215
+                            "Function Name": "main",
+                            "Structural Impact": 119.3,
+                            "Lines of Code (LOC)": 346,
+                            "Control Flow Branches": 101,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "78.3%",
+                            "Start Line": 1006,
+                            "End Line": 1351
                         },
                         {
-                            "Function Name": "server",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 24,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 104,
-                            "End Line": 127
+                            "Function Name": "core1_task",
+                            "Structural Impact": 62.0,
+                            "Lines of Code (LOC)": 220,
+                            "Control Flow Branches": 50,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "89.3%",
+                            "Start Line": 429,
+                            "End Line": 648
                         },
                         {
-                            "Function Name": "reset",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 13,
-                            "Control Flow Branches": 3,
+                            "Function Name": "save_config_atomic",
+                            "Structural Impact": 24.9,
+                            "Lines of Code (LOC)": 78,
+                            "Control Flow Branches": 20,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "69.0%",
+                            "Start Line": 163,
+                            "End Line": 240
+                        },
+                        {
+                            "Function Name": "process_queue",
+                            "Structural Impact": 23.9,
+                            "Lines of Code (LOC)": 27,
+                            "Control Flow Branches": 12,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 90,
-                            "End Line": 102
+                            "Control Flow Ratio": "80.0%",
+                            "Start Line": 1228,
+                            "End Line": 1254
                         },
                         {
-                            "Function Name": "_maybe_accepting",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 171,
-                            "End Line": 176
+                            "Function Name": "send_reliable",
+                            "Structural Impact": 17.1,
+                            "Lines of Code (LOC)": 29,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 398,
+                            "End Line": 426
                         },
                         {
-                            "Function Name": "remove",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 83,
-                            "End Line": 88
+                            "Function Name": "refill_lives",
+                            "Structural Impact": 8.2,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 243,
+                            "End Line": 267
                         },
                         {
-                            "Function Name": "stream",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 144,
-                            "End Line": 149
+                            "Function Name": "check_brownout",
+                            "Structural Impact": 8.1,
+                            "Lines of Code (LOC)": 22,
+                            "Control Flow Branches": 6,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 316,
+                            "End Line": 337
                         },
                         {
-                            "Function Name": "_id",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 158,
-                            "End Line": 163
+                            "Function Name": "build_status_string",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 56,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 340,
+                            "End Line": 395
                         },
                         {
-                            "Function Name": "_not_accepting",
+                            "Function Name": "clear_boot_attempts",
                             "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 178,
-                            "End Line": 183
+                            "Lines of Code (LOC)": 20,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 270,
+                            "End Line": 289
                         },
                         {
-                            "Function Name": "subprocess",
-                            "Structural Impact": 4.4,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 2,
+                            "Function Name": "get_prio",
+                            "Structural Impact": 5.9,
+                            "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 151,
-                            "End Line": 154
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 1319,
+                            "End Line": 1323
                         },
                         {
-                            "Function Name": "acceptor",
+                            "Function Name": "memory_guard",
                             "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 14,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "16.7%",
-                            "Start Line": 31,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "one_tick",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
+                            "Lines of Code (LOC)": 13,
                             "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 75,
-                            "End Line": 79
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 141,
+                            "End Line": 153
                         },
                         {
-                            "Function Name": "start",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
+                            "Function Name": "get_cpu_temp",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 0,
                             "Control Flow Ratio": "33.3%",
-                            "Start Line": 131,
-                            "End Line": 135
+                            "Start Line": 291,
+                            "End Line": 301
                         },
                         {
-                            "Function Name": "_instance",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_vsys_voltage",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 11,
                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 167,
-                            "End Line": 167
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 303,
+                            "End Line": 313
                         },
                         {
-                            "Function Name": "_limit",
-                            "Structural Impact": 3.0,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "get_mem_percent",
+                            "Structural Impact": 3.3,
+                            "Lines of Code (LOC)": 6,
                             "Control Flow Branches": 2,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 169,
-                            "End Line": 169
-                        },
-                        {
-                            "Function Name": "_in",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 165,
-                            "End Line": 165
-                        },
-                        {
-                            "Function Name": "_out",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
                             "Control Flow Ratio": "50.0%",
-                            "Start Line": 185,
-                            "End Line": 185
-                        },
-                        {
-                            "Function Name": "client",
-                            "Structural Impact": 2.4,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 65
-                        },
-                        {
-                            "Function Name": "next_tick",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 69,
-                            "End Line": 73
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 1.7,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 217,
-                            "End Line": 221
-                        },
-                        {
-                            "Function Name": "stop_gracefully",
-                            "Structural Impact": 1.6,
-                            "Lines of Code (LOC)": 4,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 139,
-                            "End Line": 142
+                            "Start Line": 155,
+                            "End Line": 160
                         },
                         {
-                            "Function Name": "is_running",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 67,
-                            "End Line": 67
+                            "Start Line": 37,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "recurring",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 81,
-                            "End Line": 81
+                            "Start Line": 41,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "singleton",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 129,
-                            "End Line": 129
+                            "Start Line": 45,
+                            "End Line": 47
                         },
                         {
-                            "Function Name": "stop",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 137,
-                            "End Line": 137
+                            "Start Line": 49,
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 1,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 156,
-                            "End Line": 156
+                            "Start Line": 53,
+                            "End Line": 55
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 85,
-                        "Sequential Logic Declarations": 186,
-                        "Function Parameters": 52,
-                        "Function/Method Declarations": 26,
+                        "Control Flow Branches": 325,
+                        "Sequential Logic Declarations": 121,
+                        "Function Parameters": 20,
+                        "Function/Method Declarations": 20,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 5,
-                        "Type/Safety Bypasses": 0,
-                        "High-Risk Execution Commands": 2,
+                        "Defensive Programming Constructs": 74,
+                        "Type/Safety Bypasses": 51,
+                        "High-Risk Execution Commands": 1,
                         "I/O and Network Boundaries": 19,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 232,
+                        "Exposed API / Public Exports": 21,
+                        "State Mutations / Variable Reassignments": 57,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 34,
+                        "Structured Documentation Blocks": 40,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 334,
+                        "Asynchronous/Concurrent Execution": 6,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 43,
-                        "Global State Dependencies": 12,
-                        "Decorators and Annotations": 123,
-                        "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 6,
-                        "Scientific & Mathematical Operations": 3,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 12,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 5,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 5,
+                        "Collection Iterators / Comprehensions": 1,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 5,
+                        "Module Dependencies (Imports)": 17,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 47,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 8,
+                        "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 34,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 11,
-                        "Explicit Type Casts": 4,
-                        "Fatal Aborts & Exceptions": 3,
-                        "Thread Sleeps & Blocking Waits": 1,
-                        "Bitwise Operations": 2,
-                        "Thread Synchronization Locks": 0,
+                        "Ad-hoc Print / Debug Statements": 6,
+                        "Explicit Type Casts": 44,
+                        "Fatal Aborts & Exceptions": 4,
+                        "Thread Sleeps & Blocking Waits": 5,
+                        "Bitwise Operations": 6,
+                        "Thread Synchronization Locks": 1,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 13,
-                        "Private / Encapsulated Scopes": 68,
-                        "Event Listeners & Subscribers": 8,
+                        "Resource Deallocation & Cleanup": 4,
+                        "Private / Encapsulated Scopes": 6,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 199,
+                        "Structural Space Indentations": 875,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 1,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 7,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -563520,12 +564196,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
+                        "Core Var Decl": 281,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 6,
+                        "Design Snake Case": 274,
                         "Design Pascal Case": 0,
                         "Design Upper Case": 7,
-                        "Design Short Vars": 0,
+                        "Design Short Vars": 15,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -563533,7 +564209,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -563545,49 +564221,52 @@
                         "Embedded Credentials & Keys": 0,
                         "Sec Extension Mismatch": 0,
                         "Sec Entropy": 0,
-                        "Sec Tainted Injection": 2,
+                        "Sec Tainted Injection": 0,
                         "Prompt Injection": 0,
                         "Agentic Rce": 0,
                         "Invisible Unicode Payload Smuggling": 0,
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 12,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 15,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 10,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 1
                     },
                     "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::IOLoop",
-                        "Mojo::IOLoop::Client",
-                        "Mojo::IOLoop::Server",
-                        "Mojo::IOLoop::Stream",
-                        "Mojo::IOLoop::Subprocess",
-                        "Mojo::Reactor::Poll",
-                        "Mojo::Util",
-                        "Scalar::Util",
-                        "constant",
-                        "events"
+                        "_thread",
+                        "actuators",
+                        "diagnostics",
+                        "gc",
+                        "io",
+                        "json",
+                        "lib.logging",
+                        "machine",
+                        "meowprotocol",
+                        "os",
+                        "ota",
+                        "sensors",
+                        "struct",
+                        "sys",
+                        "time"
                     ]
                 },
-                "perl/mojo/Makefile.PL": {
+                "embedded_python/meow_turtle/bldc_driver.py": {
                     "1. Artifact Identity": {
-                        "Filename": "Makefile.PL",
-                        "Path": "perl/mojo/Makefile.PL",
-                        "Language": "Perl",
+                        "Filename": "bldc_driver.py",
+                        "Path": "embedded_python/meow_turtle/bldc_driver.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 1,
-                        "Identity Proof": "Metadata Anchor (Makefile.PL)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -5440.69,
-                        "Y": -177.34,
-                        "Z": 7761.73
+                        "X": -8730.48,
+                        "Y": 58.12,
+                        "Z": -4928.16
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -563596,63 +564275,114 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 38,
-                        "Coding LOC": 32,
-                        "Documentation LOC": 2,
-                        "Structural Magnitude": 15.64,
-                        "Control Flow Ratio": "73.7%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 121,
+                        "Coding LOC": 57,
+                        "Documentation LOC": 49,
+                        "Structural Magnitude": 81.94,
+                        "Control Flow Ratio": "57.7%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 0.594
+                        "Raw Cognitive Density": 1.101
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "24.41%",
-                        "Error & Exception Exposure": "0.0%",
+                        "Cognitive Load Exposure": "40.14%",
+                        "Error & Exception Exposure": "90.89%",
                         "Tech Debt Exposure": "0.0%",
-                        "Testing Exposure": "2.3%",
-                        "API Exposure": "0.0%",
+                        "Testing Exposure": "2.82%",
+                        "API Exposure": "5.51%",
                         "Concurrency Exposure": "0.0%",
-                        "State Flux Exposure": "0.0%",
+                        "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "46.18%",
+                        "Documentation Exposure": "64.2%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
-                    "5. Function Analysis": [],
+                    "5. Function Analysis": [
+                        {
+                            "Function Name": "set_direction",
+                            "Structural Impact": 14.6,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "87.5%",
+                            "Start Line": 85,
+                            "End Line": 99
+                        },
+                        {
+                            "Function Name": "set_speed",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 59,
+                            "End Line": 83
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 10.3,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 2,
+                            "Input Parameters": 7,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 21,
+                            "End Line": 57
+                        },
+                        {
+                            "Function Name": "deinit",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 109,
+                            "End Line": 121
+                        },
+                        {
+                            "Function Name": "stop",
+                            "Structural Impact": 1.8,
+                            "Lines of Code (LOC)": 7,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 101,
+                            "End Line": 107
+                        }
+                    ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 14,
-                        "Sequential Logic Declarations": 5,
-                        "Function Parameters": 0,
-                        "Function/Method Declarations": 0,
-                        "Class/Entity Declarations": 0,
-                        "Defensive Programming Constructs": 2,
-                        "Type/Safety Bypasses": 0,
+                        "Control Flow Branches": 15,
+                        "Sequential Logic Declarations": 11,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 5,
+                        "Class/Entity Declarations": 1,
+                        "Defensive Programming Constructs": 4,
+                        "Type/Safety Bypasses": 2,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 0,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 0,
+                        "I/O and Network Boundaries": 6,
+                        "Exposed API / Public Exports": 7,
+                        "State Mutations / Variable Reassignments": 32,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 0,
+                        "Structured Documentation Blocks": 14,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
                         "Closures and Anonymous Functions": 0,
                         "Global State Dependencies": 0,
-                        "Decorators and Annotations": 11,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
                         "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 3,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 12,
                         "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
@@ -563660,28 +564390,28 @@
                         "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 1,
+                        "Structured Telemetry & Logging": 0,
                         "Ad-hoc Print / Debug Statements": 0,
-                        "Explicit Type Casts": 0,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
                         "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
                         "Resource Deallocation & Cleanup": 0,
-                        "Private / Encapsulated Scopes": 0,
+                        "Private / Encapsulated Scopes": 4,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 26,
+                        "Structural Space Indentations": 54,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 4,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
                         "Regex Execution": 0,
-                        "Time Date Logic": 1,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -563690,11 +564420,11 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 21,
+                        "Core Var Decl": 9,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 12,
+                        "Design Snake Case": 8,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 8,
+                        "Design Upper Case": 1,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
@@ -563722,33 +564452,32 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 3,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
-                        "Total Upstream (Absolute Fragility)": 1,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
+                        "Total Upstream (Absolute Fragility)": 0,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "ExtUtils::MakeMaker",
-                        "strict",
-                        "warnings"
+                        "lib.logging",
+                        "machine"
                     ]
                 },
-                "perl/mojo/Promise.pm": {
+                "embedded_python/meow_turtle/boot.py": {
                     "1. Artifact Identity": {
-                        "Filename": "Promise.pm",
-                        "Path": "perl/mojo/Promise.pm",
-                        "Language": "Perl",
+                        "Filename": "boot.py",
+                        "Path": "embedded_python/meow_turtle/boot.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
-                        "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 1,
+                        "Identity Proof": "Metadata Anchor (boot.py)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4953.87,
-                        "Y": -211.99,
-                        "Z": 7621.77
+                        "X": -8175.15,
+                        "Y": -67.41,
+                        "Z": -4206.46
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -563757,453 +564486,516 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 551,
-                        "Coding LOC": 379,
-                        "Documentation LOC": 18,
-                        "Structural Magnitude": 715.78,
-                        "Control Flow Ratio": "34.4%",
-                        "Popularity Rank": 7,
+                        "Total LOC": 644,
+                        "Coding LOC": 354,
+                        "Documentation LOC": 197,
+                        "Structural Magnitude": 280.88,
+                        "Control Flow Ratio": "51.7%",
+                        "Popularity Rank": 0,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 4.369
+                        "Raw Cognitive Density": 0.661
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "50.0%",
-                        "Error & Exception Exposure": "92.82%",
-                        "Tech Debt Exposure": "73.03%",
+                        "Cognitive Load Exposure": "20.6%",
+                        "Error & Exception Exposure": "80.52%",
+                        "Tech Debt Exposure": "17.05%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "100.0%",
-                        "State Flux Exposure": "100.0%",
+                        "API Exposure": "8.53%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "99.27%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "25.44%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "_all",
-                            "Structural Impact": 22.6,
-                            "Lines of Code (LOC)": 53,
-                            "Control Flow Branches": 9,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "32.1%",
-                            "Start Line": 125,
-                            "End Line": 177
+                            "Function Name": "run_ghost_mode",
+                            "Structural Impact": 34.8,
+                            "Lines of Code (LOC)": 95,
+                            "Control Flow Branches": 29,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "85.3%",
+                            "Start Line": 438,
+                            "End Line": 532
                         },
                         {
-                            "Function Name": "_settle",
-                            "Structural Impact": 18.9,
-                            "Lines of Code (LOC)": 19,
-                            "Control Flow Branches": 8,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "53.3%",
-                            "Start Line": 216,
-                            "End Line": 234
+                            "Function Name": "parse_stream",
+                            "Structural Impact": 25.0,
+                            "Lines of Code (LOC)": 50,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "52.2%",
+                            "Start Line": 279,
+                            "End Line": 328
                         },
                         {
-                            "Function Name": "_finally",
-                            "Structural Impact": 18.7,
-                            "Lines of Code (LOC)": 16,
-                            "Control Flow Branches": 7,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "41.2%",
-                            "Start Line": 199,
-                            "End Line": 214
+                            "Function Name": "main",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 107,
+                            "Control Flow Branches": 15,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "68.2%",
+                            "Start Line": 535,
+                            "End Line": 641
                         },
                         {
-                            "Function Name": "map",
-                            "Structural Impact": 14.9,
-                            "Lines of Code (LOC)": 20,
+                            "Function Name": "start",
+                            "Structural Impact": 17.2,
+                            "Lines of Code (LOC)": 25,
                             "Control Flow Branches": 7,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "28.0%",
-                            "Start Line": 68,
-                            "End Line": 87
-                        },
-                        {
-                            "Function Name": "AWAIT_GET",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 6,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 18,
-                            "End Line": 24
+                            "Input Parameters": 3,
+                            "Control Flow Ratio": "53.8%",
+                            "Start Line": 362,
+                            "End Line": 386
                         },
                         {
-                            "Function Name": "DESTROY",
-                            "Structural Impact": 10.2,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 6,
+                            "Function Name": "commit",
+                            "Structural Impact": 9.7,
+                            "Lines of Code (LOC)": 24,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "66.7%",
-                            "Start Line": 51,
-                            "End Line": 56
-                        },
-                        {
-                            "Function Name": "_timer",
-                            "Structural Impact": 9.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 254,
-                            "End Line": 260
+                            "Control Flow Ratio": "38.5%",
+                            "Start Line": 401,
+                            "End Line": 424
                         },
                         {
-                            "Function Name": "_settle_await",
-                            "Structural Impact": 8.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 3,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 236,
-                            "End Line": 242
+                            "Function Name": "read_int_file",
+                            "Structural Impact": 9.4,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 2,
+                            "Control Flow Ratio": "44.4%",
+                            "Start Line": 148,
+                            "End Line": 161
                         },
                         {
-                            "Function Name": "_defer",
-                            "Structural Impact": 7.5,
-                            "Lines of Code (LOC)": 9,
+                            "Function Name": "ghost_crc16",
+                            "Structural Impact": 7.8,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 4,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "36.4%",
-                            "Start Line": 189,
-                            "End Line": 197
-                        },
-                        {
-                            "Function Name": "_then_cb",
-                            "Structural Impact": 7.2,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 4,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 244,
-                            "End Line": 252
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 229,
+                            "End Line": 242
                         },
                         {
-                            "Function Name": "wait",
-                            "Structural Impact": 6.0,
-                            "Lines of Code (LOC)": 7,
+                            "Function Name": "write_int_file",
+                            "Structural Impact": 7.6,
+                            "Lines of Code (LOC)": 14,
                             "Control Flow Branches": 3,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "30.0%",
-                            "Start Line": 117,
-                            "End Line": 123
-                        },
-                        {
-                            "Function Name": "new",
-                            "Structural Impact": 5.5,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "28.6%",
-                            "Start Line": 89,
-                            "End Line": 94
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 163,
+                            "End Line": 176
                         },
                         {
-                            "Function Name": "then",
-                            "Structural Impact": 4.6,
+                            "Function Name": "cleanup_temp_files",
+                            "Structural Impact": 6.6,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "14.3%",
-                            "Start Line": 101,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "AWAIT_IS_READY",
-                            "Structural Impact": 4.5,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 28,
-                            "End Line": 32
-                        },
-                        {
-                            "Function Name": "catch",
-                            "Structural Impact": 3.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "33.3%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "AWAIT_WAIT",
-                            "Structural Impact": 3.1,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 1,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "20.0%",
-                            "Start Line": 45,
-                            "End Line": 49
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 119,
+                            "End Line": 130
                         },
                         {
-                            "Function Name": "finally",
-                            "Structural Impact": 2.9,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 1,
+                            "Function Name": "abort",
+                            "Structural Impact": 6.2,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 66,
-                            "End Line": 66
+                            "Control Flow Ratio": "42.9%",
+                            "Start Line": 426,
+                            "End Line": 436
                         },
                         {
-                            "Function Name": "AWAIT_ON_READY",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 39,
-                            "End Line": 43
+                            "Function Name": "check_crash_log",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 15,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 0,
+                            "Control Flow Ratio": "57.1%",
+                            "Start Line": 132,
+                            "End Line": 146
                         },
                         {
-                            "Function Name": "_await",
-                            "Structural Impact": 2.0,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 0,
+                            "Function Name": "write",
+                            "Structural Impact": 5.8,
+                            "Lines of Code (LOC)": 12,
+                            "Control Flow Branches": 2,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 182,
-                            "End Line": 187
-                        },
-                        {
-                            "Function Name": "reject",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 98,
-                            "End Line": 98
-                        },
-                        {
-                            "Function Name": "resolve",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 99,
-                            "End Line": 99
-                        },
-                        {
-                            "Function Name": "timer",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
-                        },
-                        {
-                            "Function Name": "timeout",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 115,
-                            "End Line": 115
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 388,
+                            "End Line": 399
                         },
                         {
-                            "Function Name": "AWAIT_CHAIN_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "perform_rollback",
+                            "Structural Impact": 5.7,
+                            "Lines of Code (LOC)": 33,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 13,
-                            "End Line": 13
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 178,
+                            "End Line": 210
                         },
                         {
-                            "Function Name": "AWAIT_CLONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "perform_safety_lockout",
+                            "Structural Impact": 4.7,
+                            "Lines of Code (LOC)": 14,
+                            "Control Flow Branches": 3,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 14,
-                            "End Line": 14
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 100,
+                            "End Line": 113
                         },
                         {
-                            "Function Name": "AWAIT_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "ghost_frame_packet",
+                            "Structural Impact": 3.4,
+                            "Lines of Code (LOC)": 20,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 5,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 15,
-                            "End Line": 15
+                            "Start Line": 244,
+                            "End Line": 263
                         },
                         {
-                            "Function Name": "AWAIT_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
+                            "Function Name": "print_manifest",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 11,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 16,
-                            "End Line": 16
+                            "Control Flow Ratio": "25.0%",
+                            "Start Line": 212,
+                            "End Line": 222
                         },
                         {
-                            "Function Name": "AWAIT_IS_CANCELLED",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "info",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 26,
-                            "End Line": 26
+                            "Start Line": 37,
+                            "End Line": 39
                         },
                         {
-                            "Function Name": "AWAIT_NEW_DONE",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "warn",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 34,
-                            "End Line": 34
+                            "Start Line": 41,
+                            "End Line": 43
                         },
                         {
-                            "Function Name": "AWAIT_NEW_FAIL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "error",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 35,
-                            "End Line": 35
+                            "Start Line": 45,
+                            "End Line": 47
                         },
                         {
-                            "Function Name": "AWAIT_ON_CANCEL",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "crit",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
+                            "Start Line": 49,
+                            "End Line": 51
                         },
                         {
-                            "Function Name": "all",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "debug",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 3,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 58,
-                            "End Line": 58
+                            "Start Line": 53,
+                            "End Line": 55
                         },
                         {
-                            "Function Name": "all_settled",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.1,
+                            "Lines of Code (LOC)": 7,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 59,
-                            "End Line": 59
+                            "Start Line": 271,
+                            "End Line": 277
                         },
                         {
-                            "Function Name": "any",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "__init__",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
                             "Control Flow Branches": 0,
-                            "Input Parameters": 0,
+                            "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
+                            "Start Line": 358,
+                            "End Line": 360
+                        }
+                    ],
+                    "6. Contextual Mitigations & Amplifications": "None Detected",
+                    "7. Structural Signatures (Net Mitigated Signals)": {
+                        "Control Flow Branches": 105,
+                        "Sequential Logic Declarations": 98,
+                        "Function Parameters": 23,
+                        "Function/Method Declarations": 23,
+                        "Class/Entity Declarations": 3,
+                        "Defensive Programming Constructs": 59,
+                        "Type/Safety Bypasses": 47,
+                        "High-Risk Execution Commands": 1,
+                        "I/O and Network Boundaries": 17,
+                        "Exposed API / Public Exports": 24,
+                        "State Mutations / Variable Reassignments": 62,
+                        "Commented-out Code (Dead Logic)": 0,
+                        "Structured Documentation Blocks": 54,
+                        "Unit Test Assertions": 0,
+                        "Asynchronous/Concurrent Execution": 0,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 2,
+                        "Decorators and Annotations": 0,
+                        "Generic Type Abstractions": 1,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 2,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 12,
+                        "Authorship Metadata": 0,
+                        "Planned Work (TODOs)": 0,
+                        "Acknowledged Tech Debt (FIXMEs)": 0,
+                        "Specification Traceability Tags": 29,
+                        "Server-Side Rendering Contexts": 0,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
+                        "Preprocessor Macros": 0,
+                        "Pointer Arithmetic & Addressing": 0,
+                        "Manual Memory Allocation": 0,
+                        "Inline Assembly Blocks": 0,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 24,
+                        "Explicit Type Casts": 4,
+                        "Fatal Aborts & Exceptions": 2,
+                        "Thread Sleeps & Blocking Waits": 5,
+                        "Bitwise Operations": 7,
+                        "Thread Synchronization Locks": 0,
+                        "Immutable Data Declarations": 0,
+                        "Resource Deallocation & Cleanup": 2,
+                        "Private / Encapsulated Scopes": 4,
+                        "Event Listeners & Subscribers": 0,
+                        "Bypassed / Skipped Tests": 0,
+                        "Structural Tab Indentations": 0,
+                        "Structural Space Indentations": 314,
+                        "Hardware Bridge": 0,
+                        "Cryptography": 0,
+                        "Auth Middleware": 0,
+                        "Ipc Rpc Bridges": 10,
+                        "Feature Flags": 0,
+                        "Serialization Parsing": 0,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
+                        "Cloud LLM API Integrations": 0,
+                        "AI Orchestration Frameworks": 0,
+                        "Vector Databases (RAG)": 0,
+                        "Local Inference & Tensor Math": 0,
+                        "Traditional Machine Learning (Stats/Trees)": 0,
+                        "Deep Learning & Neural Networks": 0,
+                        "Lazy Evaluation & Generators (O(1) Memory)": 0,
+                        "Vectorized Math & Tensor Operations": 0,
+                        "Core Var Decl": 57,
+                        "Design Camel Case": 0,
+                        "Design Snake Case": 47,
+                        "Design Pascal Case": 0,
+                        "Design Upper Case": 10,
+                        "Design Short Vars": 1,
+                        "Design Long Vars": 0,
+                        "Duplicate Logic": 0,
+                        "Orphaned Logic": 2,
+                        "Instructional Code Examples": 0,
+                        "Architectural Diagrams (Mermaid/PlantUML)": 0,
+                        "Structured Literature Headers": 0,
+                        "Hyperlinked Literature References": 0,
+                        "High-Entropy / Obfuscated Logic": 0,
+                        "Safety & Constraint Bypasses": 0,
+                        "External Network & I/O Hooks": 0,
+                        "Dynamic Code Execution (Eval/Exec)": 0,
+                        "Global Environment Mutation": 0,
+                        "Commented-Out Executable Logic": 0,
+                        "Low-Level Bitwise / Cryptographic Math": 0,
+                        "Non-Standard / Steganographic Imports": 0,
+                        "Non-Standard Unicode / Homoglyphs": 0,
+                        "Embedded Credentials & Keys": 0,
+                        "Sec Extension Mismatch": 0,
+                        "Sec Entropy": 0,
+                        "Sec Tainted Injection": 0,
+                        "Prompt Injection": 0,
+                        "Agentic Rce": 0,
+                        "Invisible Unicode Payload Smuggling": 0,
+                        "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
+                    },
+                    "8. Dependency Network": {
+                        "Direct Upstream (Fragility)": 14,
+                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Total Upstream (Absolute Fragility)": 11,
+                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                    },
+                    "9. Extracted Dependencies": [
+                        "app",
+                        "binascii",
+                        "hashlib",
+                        "interrupted",
+                        "json",
+                        "lib.diagnostics",
+                        "lib.logging",
+                        "machine",
+                        "os",
+                        "raw",
+                        "struct",
+                        "sys",
+                        "time",
+                        "uos"
+                    ]
+                },
+                "embedded_python/meow_turtle/pio_programs.py": {
+                    "1. Artifact Identity": {
+                        "Filename": "pio_programs.py",
+                        "Path": "embedded_python/meow_turtle/pio_programs.py",
+                        "Language": "Embedded_Python",
+                        "Architect": "Unknown Architect",
+                        "Indentation Style": "Spaces",
+                        "Doc Umbrella": 0.0,
+                        "Folder Dominant Lang": "python",
+                        "Lock Tier": 2,
+                        "Identity Proof": "Single Indicator (Shebang)"
+                    },
+                    "2. Topological Coordinates": {
+                        "X": -7734.08,
+                        "Y": 7.96,
+                        "Z": -4697.05
+                    },
+                    "3. Architectural Profile": {
+                        "Repository Archetype": "Unclassified",
+                        "Repository Drift (Z-Score)": 0.0,
+                        "Repository Fingerprint": {},
+                        "File Archetype": null,
+                        "File Drift (Z-Score)": 0.0,
+                        "File Fingerprint": {},
+                        "Total LOC": 84,
+                        "Coding LOC": 23,
+                        "Documentation LOC": 44,
+                        "Structural Magnitude": 6.46,
+                        "Control Flow Ratio": "0.0%",
+                        "Popularity Rank": 1,
+                        "Raw Churn Frequency": 0.0,
+                        "Authorship Centralization": 0.0,
+                        "Ownership Entropy": 0.0,
+                        "Raw Cognitive Density": 0.217
+                    },
+                    "4. Vulnerability & Risk Exposures": {
+                        "Cognitive Load Exposure": "5.31%",
+                        "Error & Exception Exposure": "0.0%",
+                        "Tech Debt Exposure": "100.0%",
+                        "Testing Exposure": "2.42%",
+                        "API Exposure": "4.95%",
+                        "Concurrency Exposure": "0.0%",
+                        "State Flux Exposure": "0.0%",
+                        "Commented Logic Exposure": "0.0%",
+                        "Specification Exposure": "0.0%",
+                        "Instability Exposure": "50.0%",
+                        "Volatility Exposure": "0.0%",
+                        "Documentation Exposure": "33.69%",
+                        "Hardcoded Payload Artifacts": "0.0%"
+                    },
+                    "5. Function Analysis": [
                         {
-                            "Function Name": "clone",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "pulse_counter_simple",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 36,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
+                            "Start Line": 18,
+                            "End Line": 53
                         },
                         {
-                            "Function Name": "race",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "pulse_counter_with_mirror",
+                            "Structural Impact": 2.0,
+                            "Lines of Code (LOC)": 29,
                             "Control Flow Branches": 0,
                             "Input Parameters": 0,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 96,
-                            "End Line": 96
+                            "Start Line": 56,
+                            "End Line": 84
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 120,
-                        "Sequential Logic Declarations": 229,
-                        "Function Parameters": 46,
-                        "Function/Method Declarations": 37,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 21,
+                        "Control Flow Branches": 0,
+                        "Sequential Logic Declarations": 3,
+                        "Function Parameters": 2,
+                        "Function/Method Declarations": 2,
+                        "Class/Entity Declarations": 0,
+                        "Defensive Programming Constructs": 0,
                         "Type/Safety Bypasses": 0,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 4,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 256,
+                        "I/O and Network Boundaries": 0,
+                        "Exposed API / Public Exports": 2,
+                        "State Mutations / Variable Reassignments": 0,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 34,
+                        "Structured Documentation Blocks": 6,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 270,
+                        "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 57,
-                        "Global State Dependencies": 11,
-                        "Decorators and Annotations": 59,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 2,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 33,
-                        "Scientific & Mathematical Operations": 2,
-                        "Metaprogramming & Reflection": 1,
-                        "Module Dependencies (Imports)": 8,
+                        "Collection Iterators / Comprehensions": 0,
+                        "Scientific & Mathematical Operations": 0,
+                        "Metaprogramming & Reflection": 0,
+                        "Module Dependencies (Imports)": 1,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 3,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 36,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 45,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
-                        "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 14,
-                        "Explicit Type Casts": 5,
-                        "Fatal Aborts & Exceptions": 3,
+                        "Inline Assembly Blocks": 2,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 0,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 6,
-                        "Private / Encapsulated Scopes": 71,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 0,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 235,
+                        "Structural Space Indentations": 18,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 2,
-                        "Time Date Logic": 3,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564212,15 +565004,15 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 4,
+                        "Core Var Decl": 0,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 2,
+                        "Design Snake Case": 0,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
+                        "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
-                        "Orphaned Logic": 12,
+                        "Orphaned Logic": 2,
                         "Instructional Code Examples": 0,
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
@@ -564244,38 +565036,31 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 8,
-                        "Direct Downstream (Dependency Blast Radius)": 7,
+                        "Direct Upstream (Fragility)": 1,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
                         "Total Downstream (Absolute Dependency Blast Radius)": 0
                     },
                     "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::Exception",
-                        "Mojo::IOLoop",
-                        "Mojo::Promise",
-                        "Mojo::UserAgent",
-                        "Scalar::Util",
-                        "constant"
+                        "rp2"
                     ]
                 },
-                "perl/mojo/Template.pm": {
+                "embedded_python/meow_turtle/sensors.py": {
                     "1. Artifact Identity": {
-                        "Filename": "Template.pm",
-                        "Path": "perl/mojo/Template.pm",
-                        "Language": "Perl",
+                        "Filename": "sensors.py",
+                        "Path": "embedded_python/meow_turtle/sensors.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4881.2,
-                        "Y": -142.36,
-                        "Z": 7464.58
+                        "X": -8729.64,
+                        "Y": -68.26,
+                        "Z": -4108.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564284,173 +565069,263 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 673,
-                        "Coding LOC": 422,
-                        "Documentation LOC": 49,
-                        "Structural Magnitude": 607.54,
-                        "Control Flow Ratio": "52.6%",
+                        "Total LOC": 509,
+                        "Coding LOC": 294,
+                        "Documentation LOC": 142,
+                        "Structural Magnitude": 345.08,
+                        "Control Flow Ratio": "58.5%",
                         "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.124
+                        "Raw Cognitive Density": 1.27
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "40.86%",
-                        "Error & Exception Exposure": "97.96%",
-                        "Tech Debt Exposure": "0.0%",
+                        "Cognitive Load Exposure": "44.46%",
+                        "Error & Exception Exposure": "84.03%",
+                        "Tech Debt Exposure": "17.3%",
                         "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
-                        "Concurrency Exposure": "0.0%",
+                        "API Exposure": "4.26%",
+                        "Concurrency Exposure": "76.11%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "21.58%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse",
-                            "Structural Impact": 128.6,
-                            "Lines of Code (LOC)": 112,
-                            "Control Flow Branches": 70,
+                            "Function Name": "read",
+                            "Structural Impact": 29.4,
+                            "Lines of Code (LOC)": 68,
+                            "Control Flow Branches": 14,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "75.3%",
-                            "Start Line": 27,
-                            "End Line": 138
+                            "Control Flow Ratio": "70.0%",
+                            "Start Line": 283,
+                            "End Line": 350
                         },
                         {
-                            "Function Name": "_compile",
-                            "Structural Impact": 49.6,
-                            "Lines of Code (LOC)": 59,
-                            "Control Flow Branches": 32,
+                            "Function Name": "setup",
+                            "Structural Impact": 21.6,
+                            "Lines of Code (LOC)": 36,
+                            "Control Flow Branches": 13,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "71.1%",
-                            "Start Line": 176,
-                            "End Line": 234
+                            "Control Flow Ratio": "81.2%",
+                            "Start Line": 236,
+                            "End Line": 271
                         },
                         {
-                            "Function Name": "process",
-                            "Structural Impact": 11.5,
-                            "Lines of Code (LOC)": 22,
-                            "Control Flow Branches": 5,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "35.7%",
-                            "Start Line": 140,
-                            "End Line": 161
+                            "Function Name": "get_data",
+                            "Structural Impact": 20.7,
+                            "Lines of Code (LOC)": 47,
+                            "Control Flow Branches": 12,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 164,
+                            "End Line": 210
                         },
                         {
-                            "Function Name": "_wrap",
-                            "Structural Impact": 11.0,
-                            "Lines of Code (LOC)": 20,
-                            "Control Flow Branches": 4,
+                            "Function Name": "_apply_filters",
+                            "Structural Impact": 19.4,
+                            "Lines of Code (LOC)": 28,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 3,
-                            "Control Flow Ratio": "26.7%",
-                            "Start Line": 255,
-                            "End Line": 274
+                            "Control Flow Ratio": "61.5%",
+                            "Start Line": 352,
+                            "End Line": 379
                         },
                         {
-                            "Function Name": "_trim",
-                            "Structural Impact": 10.5,
-                            "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 6,
+                            "Function Name": "read_all",
+                            "Structural Impact": 19.0,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 11,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "60.0%",
-                            "Start Line": 242,
-                            "End Line": 253
+                            "Control Flow Ratio": "84.6%",
+                            "Start Line": 450,
+                            "End Line": 489
                         },
                         {
-                            "Function Name": "render_file",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 10,
-                            "Control Flow Branches": 3,
+                            "Function Name": "__init__",
+                            "Structural Impact": 18.2,
+                            "Lines of Code (LOC)": 52,
+                            "Control Flow Branches": 8,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "37.5%",
-                            "Start Line": 165,
-                            "End Line": 174
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 387,
+                            "End Line": 438
                         },
                         {
-                            "Function Name": "_line",
-                            "Structural Impact": 3.7,
+                            "Function Name": "__init__",
+                            "Structural Impact": 15.4,
+                            "Lines of Code (LOC)": 40,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "55.6%",
+                            "Start Line": 123,
+                            "End Line": 162
+                        },
+                        {
+                            "Function Name": "__exit__",
+                            "Structural Impact": 9.2,
                             "Lines of Code (LOC)": 5,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "75.0%",
+                            "Start Line": 444,
+                            "End Line": 448
+                        },
+                        {
+                            "Function Name": "_read_raw",
+                            "Structural Impact": 8.9,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 5,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "62.5%",
+                            "Start Line": 83,
+                            "End Line": 91
+                        },
+                        {
+                            "Function Name": "teardown",
+                            "Structural Impact": 7.5,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 4,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "66.7%",
+                            "Start Line": 273,
+                            "End Line": 281
+                        },
+                        {
+                            "Function Name": "read",
+                            "Structural Impact": 6.6,
+                            "Lines of Code (LOC)": 18,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 93,
+                            "End Line": 110
+                        },
+                        {
+                            "Function Name": "get_telemetry_string",
+                            "Structural Impact": 6.1,
+                            "Lines of Code (LOC)": 9,
+                            "Control Flow Branches": 3,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 491,
+                            "End Line": 499
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 5.5,
+                            "Lines of Code (LOC)": 21,
                             "Control Flow Branches": 1,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "25.0%",
-                            "Start Line": 236,
-                            "End Line": 240
+                            "Input Parameters": 4,
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 61,
+                            "End Line": 81
                         },
                         {
-                            "Function Name": "render",
-                            "Structural Impact": 1.8,
-                            "Lines of Code (LOC)": 1,
+                            "Function Name": "close",
+                            "Structural Impact": 3.0,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 1,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "50.0%",
+                            "Start Line": 212,
+                            "End Line": 214
+                        },
+                        {
+                            "Function Name": "__init__",
+                            "Structural Impact": 2.5,
+                            "Lines of Code (LOC)": 15,
                             "Control Flow Branches": 0,
                             "Input Parameters": 2,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 163,
-                            "End Line": 163
+                            "Start Line": 220,
+                            "End Line": 234
+                        },
+                        {
+                            "Function Name": "close",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 112,
+                            "End Line": 114
+                        },
+                        {
+                            "Function Name": "__enter__",
+                            "Structural Impact": 1.6,
+                            "Lines of Code (LOC)": 3,
+                            "Control Flow Branches": 0,
+                            "Input Parameters": 1,
+                            "Control Flow Ratio": "0.0%",
+                            "Start Line": 440,
+                            "End Line": 442
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 153,
-                        "Sequential Logic Declarations": 138,
-                        "Function Parameters": 19,
-                        "Function/Method Declarations": 8,
-                        "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 3,
-                        "Type/Safety Bypasses": 2,
+                        "Control Flow Branches": 96,
+                        "Sequential Logic Declarations": 68,
+                        "Function Parameters": 17,
+                        "Function/Method Declarations": 17,
+                        "Class/Entity Declarations": 4,
+                        "Defensive Programming Constructs": 33,
+                        "Type/Safety Bypasses": 18,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 2,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 375,
+                        "I/O and Network Boundaries": 12,
+                        "Exposed API / Public Exports": 17,
+                        "State Mutations / Variable Reassignments": 112,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 36,
+                        "Structured Documentation Blocks": 46,
                         "Unit Test Assertions": 0,
-                        "Asynchronous/Concurrent Execution": 0,
-                        "UI / View Layer Components": 148,
-                        "Closures and Anonymous Functions": 7,
-                        "Global State Dependencies": 9,
-                        "Decorators and Annotations": 47,
+                        "Asynchronous/Concurrent Execution": 14,
+                        "UI / View Layer Components": 0,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 8,
-                        "Scientific & Mathematical Operations": 0,
-                        "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 15,
+                        "Collection Iterators / Comprehensions": 2,
+                        "Scientific & Mathematical Operations": 1,
+                        "Metaprogramming & Reflection": 2,
+                        "Module Dependencies (Imports)": 6,
                         "Authorship Metadata": 0,
                         "Planned Work (TODOs)": 0,
-                        "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
-                        "Server-Side Rendering Contexts": 42,
+                        "Acknowledged Tech Debt (FIXMEs)": 1,
+                        "Specification Traceability Tags": 32,
+                        "Server-Side Rendering Contexts": 0,
                         "Event Publishers / Emitters": 0,
                         "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 16,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
-                        "Structured Telemetry & Logging": 2,
-                        "Ad-hoc Print / Debug Statements": 11,
+                        "Structured Telemetry & Logging": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
                         "Explicit Type Casts": 1,
-                        "Fatal Aborts & Exceptions": 4,
+                        "Fatal Aborts & Exceptions": 0,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 18,
-                        "Thread Synchronization Locks": 0,
+                        "Bitwise Operations": 0,
+                        "Thread Synchronization Locks": 2,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 1,
-                        "Private / Encapsulated Scopes": 95,
+                        "Resource Deallocation & Cleanup": 6,
+                        "Private / Encapsulated Scopes": 20,
                         "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 291,
+                        "Structural Space Indentations": 267,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
-                        "Ipc Rpc Bridges": 0,
+                        "Ipc Rpc Bridges": 11,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 20,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564459,12 +565334,12 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 13,
+                        "Core Var Decl": 50,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 11,
+                        "Design Snake Case": 41,
                         "Design Pascal Case": 0,
-                        "Design Upper Case": 2,
-                        "Design Short Vars": 0,
+                        "Design Upper Case": 9,
+                        "Design Short Vars": 3,
                         "Design Long Vars": 0,
                         "Duplicate Logic": 0,
                         "Orphaned Logic": 0,
@@ -564491,43 +565366,36 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 13,
+                        "Direct Upstream (Fragility)": 6,
                         "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 2
                     },
                     "9. Extracted Dependencies": [
-                        "Carp",
-                        "Mojo::Base",
-                        "Mojo::ByteStream",
-                        "Mojo::Exception",
-                        "Mojo::File",
-                        "Mojo::Template",
-                        "Mojo::Util",
-                        "Time::Piece",
-                        "a",
-                        "at",
-                        "constant",
-                        "newline",
-                        "warnings"
+                        "_thread",
+                        "lib.logging",
+                        "lib.pio_programs",
+                        "machine",
+                        "rp2",
+                        "time"
                     ]
                 },
-                "perl/mojo/WebSocket.pm": {
+                "embedded_python/meow_turtle/vibration_driver.py": {
                     "1. Artifact Identity": {
-                        "Filename": "WebSocket.pm",
-                        "Path": "perl/mojo/WebSocket.pm",
-                        "Language": "Perl",
+                        "Filename": "vibration_driver.py",
+                        "Path": "embedded_python/meow_turtle/vibration_driver.py",
+                        "Language": "Embedded_Python",
                         "Architect": "Unknown Architect",
                         "Indentation Style": "Spaces",
                         "Doc Umbrella": 0.0,
-                        "Folder Dominant Lang": "perl",
+                        "Folder Dominant Lang": "python",
                         "Lock Tier": 2,
-                        "Identity Proof": "Single Indicator (Ext: .pm)"
+                        "Identity Proof": "Single Indicator (Shebang)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -4607.68,
-                        "Y": -214.74,
-                        "Z": 8272.97
+                        "X": -8591.57,
+                        "Y": -36.77,
+                        "Z": -3760.99
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -564536,313 +565404,143 @@
                         "File Archetype": null,
                         "File Drift (Z-Score)": 0.0,
                         "File Fingerprint": {},
-                        "Total LOC": 455,
-                        "Coding LOC": 275,
-                        "Documentation LOC": 12,
-                        "Structural Magnitude": 265.8,
-                        "Control Flow Ratio": "39.3%",
-                        "Popularity Rank": 0,
+                        "Total LOC": 118,
+                        "Coding LOC": 53,
+                        "Documentation LOC": 48,
+                        "Structural Magnitude": 84.46,
+                        "Control Flow Ratio": "51.9%",
+                        "Popularity Rank": 1,
                         "Raw Churn Frequency": 0.0,
                         "Authorship Centralization": 0.0,
                         "Ownership Entropy": 0.0,
-                        "Raw Cognitive Density": 1.434
+                        "Raw Cognitive Density": 1.108
                     },
                     "4. Vulnerability & Risk Exposures": {
-                        "Cognitive Load Exposure": "46.95%",
-                        "Error & Exception Exposure": "90.91%",
-                        "Tech Debt Exposure": "21.11%",
-                        "Testing Exposure": "80.0%",
-                        "API Exposure": "0.0%",
+                        "Cognitive Load Exposure": "40.38%",
+                        "Error & Exception Exposure": "92.24%",
+                        "Tech Debt Exposure": "0.0%",
+                        "Testing Exposure": "2.85%",
+                        "API Exposure": "5.66%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
                         "Commented Logic Exposure": "0.0%",
-                        "Specification Exposure": "100.0%",
+                        "Specification Exposure": "0.0%",
                         "Instability Exposure": "50.0%",
                         "Volatility Exposure": "0.0%",
-                        "Documentation Exposure": "11.92%",
+                        "Documentation Exposure": "78.6%",
                         "Hardcoded Payload Artifacts": "0.0%"
                     },
                     "5. Function Analysis": [
                         {
-                            "Function Name": "parse_message",
-                            "Structural Impact": 34.9,
-                            "Lines of Code (LOC)": 40,
-                            "Control Flow Branches": 18,
-                            "Input Parameters": 2,
-                            "Control Flow Ratio": "52.9%",
-                            "Start Line": 66,
-                            "End Line": 105
+                            "Function Name": "__init__",
+                            "Structural Impact": 21.4,
+                            "Lines of Code (LOC)": 37,
+                            "Control Flow Branches": 7,
+                            "Input Parameters": 5,
+                            "Control Flow Ratio": "77.8%",
+                            "Start Line": 21,
+                            "End Line": 57
                         },
                         {
-                            "Function Name": "build_message",
-                            "Structural Impact": 13.3,
-                            "Lines of Code (LOC)": 23,
-                            "Control Flow Branches": 6,
+                            "Function Name": "set_speed",
+                            "Structural Impact": 11.6,
+                            "Lines of Code (LOC)": 25,
+                            "Control Flow Branches": 5,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 13,
-                            "End Line": 35
-                        },
-                        {
-                            "Function Name": "finish",
-                            "Structural Impact": 7.6,
-                            "Lines of Code (LOC)": 11,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 48,
-                            "End Line": 58
+                            "Control Flow Ratio": "83.3%",
+                            "Start Line": 72,
+                            "End Line": 96
                         },
                         {
-                            "Function Name": "server_read",
-                            "Structural Impact": 7.5,
+                            "Function Name": "set_freq",
+                            "Structural Impact": 4.1,
                             "Lines of Code (LOC)": 12,
-                            "Control Flow Branches": 3,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 2,
-                            "Control Flow Ratio": "42.9%",
-                            "Start Line": 124,
-                            "End Line": 135
-                        },
-                        {
-                            "Function Name": "server_write",
-                            "Structural Impact": 7.4,
-                            "Lines of Code (LOC)": 6,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "57.1%",
-                            "Start Line": 137,
-                            "End Line": 142
-                        },
-                        {
-                            "Function Name": "closed",
-                            "Structural Impact": 7.3,
-                            "Lines of Code (LOC)": 5,
-                            "Control Flow Branches": 4,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "44.4%",
-                            "Start Line": 40,
-                            "End Line": 44
-                        },
-                        {
-                            "Function Name": "send",
-                            "Structural Impact": 6.3,
-                            "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 3,
-                            "Control Flow Ratio": "40.0%",
-                            "Start Line": 116,
-                            "End Line": 122
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 59,
+                            "End Line": 70
                         },
                         {
-                            "Function Name": "with_protocols",
-                            "Structural Impact": 4.7,
-                            "Lines of Code (LOC)": 9,
-                            "Control Flow Branches": 2,
+                            "Function Name": "deinit",
+                            "Structural Impact": 3.5,
+                            "Lines of Code (LOC)": 13,
+                            "Control Flow Branches": 1,
                             "Input Parameters": 1,
-                            "Control Flow Ratio": "22.2%",
-                            "Start Line": 152,
-                            "End Line": 160
+                            "Control Flow Ratio": "33.3%",
+                            "Start Line": 106,
+                            "End Line": 118
                         },
                         {
-                            "Function Name": "with_compression",
-                            "Structural Impact": 4.6,
+                            "Function Name": "stop",
+                            "Structural Impact": 1.8,
                             "Lines of Code (LOC)": 7,
-                            "Control Flow Branches": 2,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "50.0%",
-                            "Start Line": 144,
-                            "End Line": 150
-                        },
-                        {
-                            "Function Name": "client_read",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 37,
-                            "End Line": 37
-                        },
-                        {
-                            "Function Name": "client_write",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
                             "Control Flow Branches": 0,
                             "Input Parameters": 1,
                             "Control Flow Ratio": "0.0%",
-                            "Start Line": 38,
-                            "End Line": 38
-                        },
-                        {
-                            "Function Name": "connection",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 46,
-                            "End Line": 46
-                        },
-                        {
-                            "Function Name": "kept_alive",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 62,
-                            "End Line": 62
-                        },
-                        {
-                            "Function Name": "local_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 63,
-                            "End Line": 63
-                        },
-                        {
-                            "Function Name": "local_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 64,
-                            "End Line": 64
-                        },
-                        {
-                            "Function Name": "protocol",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 107,
-                            "End Line": 107
-                        },
-                        {
-                            "Function Name": "remote_address",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 109,
-                            "End Line": 109
-                        },
-                        {
-                            "Function Name": "remote_port",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 110,
-                            "End Line": 110
-                        },
-                        {
-                            "Function Name": "req",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 111,
-                            "End Line": 111
-                        },
-                        {
-                            "Function Name": "res",
-                            "Structural Impact": 1.5,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 1,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 112,
-                            "End Line": 112
-                        },
-                        {
-                            "Function Name": "is_websocket",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 60,
-                            "End Line": 60
-                        },
-                        {
-                            "Function Name": "resume",
-                            "Structural Impact": 1.1,
-                            "Lines of Code (LOC)": 1,
-                            "Control Flow Branches": 0,
-                            "Input Parameters": 0,
-                            "Control Flow Ratio": "0.0%",
-                            "Start Line": 114,
-                            "End Line": 114
+                            "Start Line": 98,
+                            "End Line": 104
                         }
                     ],
                     "6. Contextual Mitigations & Amplifications": "None Detected",
                     "7. Structural Signatures (Net Mitigated Signals)": {
-                        "Control Flow Branches": 75,
-                        "Sequential Logic Declarations": 116,
-                        "Function Parameters": 36,
-                        "Function/Method Declarations": 22,
+                        "Control Flow Branches": 14,
+                        "Sequential Logic Declarations": 13,
+                        "Function Parameters": 5,
+                        "Function/Method Declarations": 5,
                         "Class/Entity Declarations": 1,
-                        "Defensive Programming Constructs": 0,
-                        "Type/Safety Bypasses": 0,
+                        "Defensive Programming Constructs": 6,
+                        "Type/Safety Bypasses": 3,
                         "High-Risk Execution Commands": 0,
-                        "I/O and Network Boundaries": 13,
-                        "Exposed API / Public Exports": 0,
-                        "State Mutations / Variable Reassignments": 148,
+                        "I/O and Network Boundaries": 5,
+                        "Exposed API / Public Exports": 8,
+                        "State Mutations / Variable Reassignments": 33,
                         "Commented-out Code (Dead Logic)": 0,
-                        "Structured Documentation Blocks": 44,
+                        "Structured Documentation Blocks": 14,
                         "Unit Test Assertions": 0,
                         "Asynchronous/Concurrent Execution": 0,
                         "UI / View Layer Components": 0,
-                        "Closures and Anonymous Functions": 18,
-                        "Global State Dependencies": 4,
-                        "Decorators and Annotations": 56,
+                        "Closures and Anonymous Functions": 0,
+                        "Global State Dependencies": 0,
+                        "Decorators and Annotations": 0,
                         "Generic Type Abstractions": 0,
-                        "Collection Iterators / Comprehensions": 11,
+                        "Collection Iterators / Comprehensions": 0,
                         "Scientific & Mathematical Operations": 0,
                         "Metaprogramming & Reflection": 0,
-                        "Module Dependencies (Imports)": 8,
+                        "Module Dependencies (Imports)": 2,
                         "Authorship Metadata": 0,
-                        "Planned Work (TODOs)": 4,
+                        "Planned Work (TODOs)": 0,
                         "Acknowledged Tech Debt (FIXMEs)": 0,
-                        "Specification Traceability Tags": 0,
+                        "Specification Traceability Tags": 11,
                         "Server-Side Rendering Contexts": 0,
-                        "Event Publishers / Emitters": 12,
-                        "Dependency Injection Constructs": 1,
+                        "Event Publishers / Emitters": 0,
+                        "Dependency Injection Constructs": 0,
                         "Preprocessor Macros": 0,
-                        "Pointer Arithmetic & Addressing": 48,
+                        "Pointer Arithmetic & Addressing": 0,
                         "Manual Memory Allocation": 0,
                         "Inline Assembly Blocks": 0,
                         "Structured Telemetry & Logging": 0,
-                        "Ad-hoc Print / Debug Statements": 12,
-                        "Explicit Type Casts": 3,
-                        "Fatal Aborts & Exceptions": 0,
+                        "Ad-hoc Print / Debug Statements": 0,
+                        "Explicit Type Casts": 5,
+                        "Fatal Aborts & Exceptions": 1,
                         "Thread Sleeps & Blocking Waits": 0,
-                        "Bitwise Operations": 2,
+                        "Bitwise Operations": 0,
                         "Thread Synchronization Locks": 0,
                         "Immutable Data Declarations": 0,
-                        "Resource Deallocation & Cleanup": 28,
-                        "Private / Encapsulated Scopes": 46,
-                        "Event Listeners & Subscribers": 16,
+                        "Resource Deallocation & Cleanup": 0,
+                        "Private / Encapsulated Scopes": 5,
+                        "Event Listeners & Subscribers": 0,
                         "Bypassed / Skipped Tests": 0,
                         "Structural Tab Indentations": 0,
-                        "Structural Space Indentations": 143,
+                        "Structural Space Indentations": 50,
                         "Hardware Bridge": 0,
                         "Cryptography": 0,
                         "Auth Middleware": 0,
                         "Ipc Rpc Bridges": 0,
                         "Feature Flags": 0,
                         "Serialization Parsing": 0,
-                        "Regex Execution": 1,
-                        "Time Date Logic": 1,
+                        "Regex Execution": 0,
+                        "Time Date Logic": 0,
                         "Cloud LLM API Integrations": 0,
                         "AI Orchestration Frameworks": 0,
                         "Vector Databases (RAG)": 0,
@@ -564851,10 +565549,10 @@
                         "Deep Learning & Neural Networks": 0,
                         "Lazy Evaluation & Generators (O(1) Memory)": 0,
                         "Vectorized Math & Tensor Operations": 0,
-                        "Core Var Decl": 1,
+                        "Core Var Decl": 6,
                         "Design Camel Case": 0,
-                        "Design Snake Case": 1,
-                        "Design Pascal Case": 0,
+                        "Design Snake Case": 5,
+                        "Design Pascal Case": 1,
                         "Design Upper Case": 0,
                         "Design Short Vars": 0,
                         "Design Long Vars": 0,
@@ -564864,7 +565562,7 @@
                         "Architectural Diagrams (Mermaid/PlantUML)": 0,
                         "Structured Literature Headers": 0,
                         "Hyperlinked Literature References": 0,
-                        "High-Entropy / Obfuscated Logic": 4,
+                        "High-Entropy / Obfuscated Logic": 0,
                         "Safety & Constraint Bypasses": 0,
                         "External Network & I/O Hooks": 0,
                         "Dynamic Code Execution (Eval/Exec)": 0,
@@ -564883,19 +565581,14 @@
                         "Self-Referential File Copy/Overwrite (Worm Pattern)": 0
                     },
                     "8. Dependency Network": {
-                        "Direct Upstream (Fragility)": 7,
-                        "Direct Downstream (Dependency Blast Radius)": 0,
+                        "Direct Upstream (Fragility)": 2,
+                        "Direct Downstream (Dependency Blast Radius)": 1,
                         "Total Upstream (Absolute Fragility)": 0,
-                        "Total Downstream (Absolute Dependency Blast Radius)": 0
+                        "Total Downstream (Absolute Dependency Blast Radius)": 3
                     },
                     "9. Extracted Dependencies": [
-                        "Compress::Raw::Zlib",
-                        "List::Util",
-                        "Mojo::Base",
-                        "Mojo::JSON",
-                        "Mojo::Transaction::WebSocket",
-                        "Mojo::Util",
-                        "Mojo::WebSocket"
+                        "lib.logging",
+                        "machine"
                     ]
                 }
             }
@@ -571384,7 +572077,7 @@
                         "Cognitive Load Exposure": "77.96%",
                         "Error & Exception Exposure": "82.05%",
                         "Tech Debt Exposure": "53.28%",
-                        "Testing Exposure": "2.65%",
+                        "Testing Exposure": "2.64%",
                         "API Exposure": "3.14%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "100.0%",
@@ -756046,7 +756739,7 @@
                         "Cognitive Load Exposure": "48.06%",
                         "Error & Exception Exposure": "77.01%",
                         "Tech Debt Exposure": "98.57%",
-                        "Testing Exposure": "2.44%",
+                        "Testing Exposure": "2.43%",
                         "API Exposure": "0.0%",
                         "Concurrency Exposure": "0.0%",
                         "State Flux Exposure": "99.99%",
@@ -837785,9 +838478,9 @@
                         "Identity Proof": "Prose Anchor (LICENSE_RELEASE)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8465.78,
+                        "X": -8463.36,
                         "Y": 167.09,
-                        "Z": -5096.81
+                        "Z": -5095.34
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -837942,9 +838635,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9277.1,
+                        "X": -9274.68,
                         "Y": 143.89,
-                        "Z": -5800.39
+                        "Z": -5798.92
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838113,9 +838806,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9179.09,
+                        "X": -9176.66,
                         "Y": 174.22,
-                        "Z": -4863.29
+                        "Z": -4861.82
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838350,9 +839043,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9503.77,
+                        "X": -9501.34,
                         "Y": 226.73,
-                        "Z": -5598.3
+                        "Z": -5596.83
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838556,9 +839249,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8752.41,
+                        "X": -8749.98,
                         "Y": 176.99,
-                        "Z": -5185.34
+                        "Z": -5183.87
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -838821,9 +839514,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9012.53,
+                        "X": -9010.1,
                         "Y": 184.63,
-                        "Z": -5633.55
+                        "Z": -5632.08
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -839047,9 +839740,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9274.67,
+                        "X": -9272.25,
                         "Y": 171.93,
-                        "Z": -5237.05
+                        "Z": -5235.58
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -839299,9 +839992,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -8622.86,
+                        "X": -8620.43,
                         "Y": 128.59,
-                        "Z": -5867.22
+                        "Z": -5865.75
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -839517,9 +840210,9 @@
                         "Identity Proof": "Single Indicator (Ext: .groovy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9020.75,
+                        "X": -9018.32,
                         "Y": 118.41,
-                        "Z": -5846.0
+                        "Z": -5844.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -858363,9 +859056,9 @@
                         "Identity Proof": "Prose Extension (.txt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9281.41,
+                        "X": -9279.23,
                         "Y": 47.61,
-                        "Z": -4879.36
+                        "Z": -4878.33
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -858520,9 +859213,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9869.69,
+                        "X": -9867.52,
                         "Y": 78.52,
-                        "Z": -4244.31
+                        "Z": -4243.29
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -858822,9 +859515,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9648.77,
+                        "X": -9646.59,
                         "Y": 89.06,
-                        "Z": -4694.87
+                        "Z": -4693.85
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -859122,9 +859815,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10139.62,
+                        "X": -10137.45,
                         "Y": 139.32,
-                        "Z": -4785.19
+                        "Z": -4784.17
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -859294,9 +859987,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9610.38,
+                        "X": -9608.21,
                         "Y": 130.04,
-                        "Z": -4833.82
+                        "Z": -4832.8
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -859453,9 +860146,9 @@
                         "Identity Proof": "Single Indicator (Ext: .kt)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9444.06,
+                        "X": -9441.88,
                         "Y": 34.03,
-                        "Z": -4167.39
+                        "Z": -4166.36
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -867678,9 +868371,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cbl)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9935.7,
+                        "X": -9933.32,
                         "Y": 11.0,
-                        "Z": -5563.95
+                        "Z": -5562.64
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -867900,9 +868593,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9893.26,
+                        "X": -9890.89,
                         "Y": 16.48,
-                        "Z": -5666.81
+                        "Z": -5665.51
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -868057,9 +868750,9 @@
                         "Identity Proof": "Single Indicator (Ext: .cpy)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10123.77,
+                        "X": -10121.39,
                         "Y": -70.31,
-                        "Z": -5416.31
+                        "Z": -5415.0
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -887042,9 +887735,9 @@
                         "Identity Proof": "Single Indicator (Ext: .sql)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -9599.58,
+                        "X": -9597.21,
                         "Y": -241.05,
-                        "Z": -6126.62
+                        "Z": -6125.11
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Unclassified",
@@ -912388,9 +913081,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10175.62,
+                        "X": -10173.48,
                         "Y": 164.27,
-                        "Z": -4978.99
+                        "Z": -4977.93
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",
@@ -919447,9 +920140,9 @@
                         "Identity Proof": "Prose Extension (.md)"
                     },
                     "2. Topological Coordinates": {
-                        "X": -10282.89,
+                        "X": -10280.58,
                         "Y": -169.62,
-                        "Z": -5864.86
+                        "Z": -5863.53
                     },
                     "3. Architectural Profile": {
                         "Repository Archetype": "Static: Literature & Documentation",