diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 4be14b07c..1845ee4be 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -151,6 +151,7 @@ not fabricated implementation SHAs or a version-matched runtime stack.
| Original source / version | Inspected scope and local evidence | Mechanism / consumer | Evidence limits |
|---|---|---|---|
| Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2) | [A readset](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/READSET.md); §§3–7, A.1–A.2 | mined — operator/queue model calibration and joint-SLO shortlist → [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md), ceiling analysis | Empirical prediction, not physical bound; near-capacity CPU overhead and 12.65% maximum error in the specified appendix case; no current runtime calibration |
+| [AMD Infera @ ff1136e4](https://github.com/AMD-AGI/Infera/tree/ff1136e4a51998eba2933ed63cfb9c10120f86ea) | Direct bounded source inspection, 2026-11-03: serving CLI/evaluator/history, seed/objective parser, launcher/DES countercheck and named unexecuted test definitions; [16-path readset and rights](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/source-record.json) | mined — `calibrate-serving-simulation`: one [calibration-owned provenance reference](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md); search-policy links its seed comparator and evaluated-trial ledger | Source-derived candidate; empirical not_run. Scalar tuner scoring and DES percentiles are separate; missing SLO fields and stale no-P/D-queues text are qualified. Selected original paths MIT; no runtime, ranking accuracy, quality, service or agent-benefit result. |
| Mooncake — FAST '25 proceedings, pp. 155-170 | Direct public-paper read, retained qualification 2026-10-31; [source condition and readset](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/mooncake-prefix-reuse-feasibility.md), §2.2, Table 1, Eqs. 1-2 | mined — conditional prefix-KV transfer versus saved-prefill-work comparison → `performance-ceiling-analysis` | Analytical gate only; current inputs and E2E benefit unverified. SSD mechanics excluded. Original transfer-gates extraction history remains positive; missing synthesis novelty UNKNOWN. Raw-paper redistribution permission UNKNOWN. |
| FlexGen — [ICML 2023 / PMLR 202:31094–31116](https://proceedings.mlr.press/v202/sheng23a.html), official ten-author edition | Direct scoped public-paper qualification, 2026-10-31; [condition, exact digest and readset](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/flexgen-offload-feasibility.md), §§3–4.3 and selected Appendix A.3 formulas; Figures 1–3, Algorithm 1, Eq. 1, Tables 2–3 | mined — joint weights/KV/activation placement, resident plus working-storage peaks and offline latency/throughput conditions → `performance-ceiling-analysis` | Source-derived candidate; empirical not_run. Perfect-overlap fitted model, relaxed-placement OOM and unresolved `bls < 20` versus `32 × 8` wording retained; no current runtime, quality or gain qualification. Attributed CC BY 4.0 synthesis; missing-archive novelty UNKNOWN. |
| Orca — OSDI 2022 proceedings | [Exact readset](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/orca-readset.md); §§3–6, Algorithm 1 | mined — iteration eligibility, selective batching, FCFS/reservation → [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | Historical engine/harness and normalized-median denominators; not present vLLM behavior or fairness proof |
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index aad404af3..26b381c45 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -46,7 +46,7 @@ The primary compute and HBM resource. Most current work lives here.
| **Diagnose / Configure / Verify** | AKG static CUDA Affine loop tails: effective target/option gates, full point-loop bounds and protected input/output accesses | [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | [Tail-guard reference](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/akg-affine-tail-guards.md): separation precedence, non-divisible fixture and diagnostic boundary | AKG @ 5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff; source + FileCheck expectations only | Candidate; compiler/IR command, CUDA runtime and agent efficacy not run; no new measured coverage |
| **Optimize** | Operator-level: staged accuracy-gated tuning campaign (code-level → scheduling → instruction-level), metric→action routing; AscendC tiling design per operator class (reduction/broadcast/elewise/matmul/conversion) | `ascend-operator-tuning`, `ascendc-tiling-design` | PyPTO frontend/swimlane/incore playbooks; fullload-vs-split, four-element tiling template, chip-generation (DAV_2201/3510) routing | awesome-ascend-skills pypto-op-perf-tune + ascendc-tiling-design @ 75ec89c | 🟢 |
| **Optimize** | Casebook of past NPU optimization decisions: AI-CPU fallback, memory-bound, comm-exposed, graph-compilation, scheduling idle gaps | `ascend-optimization-casebook`, `inference-optimization-casebook` | Five bottleneck classes with symptom→diagnosis→action→evidence schema | MindIE-SD profiling-analyze + dit-perf-opt + perf-gate + dit-parallel-opt @ 8481d39b | 🟢 |
-| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity | `optimization-search-policy` | [Sarathi chunk-budget case](../src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md): decode-first accounting, prefill overhead and TTFT/TBT tradeoffs; no universal budget. Methodology provenance stays in Reference Matrix §2; no hardware coverage from agent-paper scores | vllm-evolve @ 43cc82c; scoped A/F paper amendments; separate official OSDI 2024 Sarathi case/readset in Reference Matrix | 🟢 (source-derived candidate procedure; empirical not_run) |
+| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity | `optimization-search-policy` | [Sarathi chunk-budget case](../src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md): decode-first accounting, prefill overhead and TTFT/TBT tradeoffs; no universal budget. [Infera provenance](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md) adds a seed-only comparator and evaluated-trial ledger example; its trace-ranking check is proposed. Methodology provenance stays in Reference Matrix §2; no hardware coverage from agent-paper scores | vllm-evolve @ 43cc82c; scoped A/F paper amendments; separate Sarathi case and bounded Infera Git readset in Reference Matrix | 🟢 (source-derived candidate procedure; empirical not_run) |
| **Optimize** | Bounded multistream overlap: dependency-DAG constrained (data/state/event/collective_order edges; shared input ≠ dependency), minimal-first, execution-mode sync contract (eager streams vs TorchAir) | `cann-attribution-overlap` | Metric separation (wall / union-of-busy / summed durations / summed duration+wait; repeated-instance product = estimate); device-memory domain qualification; formula conflicts carried unresolved | cann/oam-tools @ 8440935f (pack-mediated, wave 6) | 🟢 |
| **Verify** | Evidence taxonomy (L0 correctness → L5 production), claim-evidence matching | `dense-performance-evidence`, `rsi-evidence`, `claim-contract` | InferRSI PASS/FAIL/INCONCLUSIVE protocol | InferRSI @ 4c8e1285 | 🟢 |
| **Diagnose / Verify** | Fixed-stage PyTorch/Ascend model report: bind current stage and actually loaded candidate to quality-validator output and comparable baseline | [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | [Stage-evidence rule](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md): workflow instructions versus registered marker/keyword checks; completion is not numerical validation | canonical cann/cannbot @ c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110; selected CANN-2.0 scope | Candidate procedure only; host/model/backend not_run, agent efficacy not evaluated; no new measured coverage |
@@ -58,7 +58,7 @@ The primary compute and HBM resource. Most current work lives here.
| **Observe / Diagnose / Verify** | KV receive/save completion, delayed-free ownership, in-flight-write fences and failure reporting | `audit-vllm-kv-lifetimes` | Event ledger is proposed, not a telemetry exporter; abstract obligations require concrete connector/caller evidence | vLLM @ 7f730b4cea9a, Dot bundle | 🟢 (contract intelligence; concrete backend unverified) |
| **Diagnose / Configure / Optimize / Verify** | Runtime ACLGraph dispatch, stable input addresses, capture-resource limits and branch-specific replay/update ordering | `ascend-aclgraph-capture-replay` | Caller owns persistent buffers; DEBUG checks positional tensors only; reduced capture sets trade coverage for resources; [version/responsibility routing](../src/inferrsi/data/skill_library/README.md#vllm-ascend-version-and-responsibility-routing) | vllm-ascend @ 8a8e1e05ecb6, Dot bundle; wrapper/guide/tests inspected by supplier | 🟢 (conditional proposals; tests not run) |
| **Diagnose / Configure / Optimize / Verify** | Device-HBM stream-use lifetime, fragmentation/counter interpretation and gated allocator controls | `torchnpu-device-memory-lifecycle` | Lifetime recording does not insert data dependencies; expandable segments change counters/control legality; GC synchronization/comment conflict retained | TorchNPU @ 67511c53cd4c, Dot bundle; device allocator ledger | 🟢 (source-supported procedure; NPU execution not run) |
-| **Diagnose / Verify** | Serving model: operator/context dependencies, calibration/load domain and joint-SLO prediction uncertainty | [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md), `performance-ceiling-analysis` | Vidur near-capacity CPU-overhead counterexample; simulator output is not a bound | Vidur v2; Reference Matrix systems-paper row | 🟢 (prediction guidance; calibration not run) |
+| **Diagnose / Verify** | Serving model: operator/context dependencies, calibration/load domain, fidelity provenance and joint-SLO prediction uncertainty | [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md), `performance-ceiling-analysis` | Vidur near-capacity CPU-overhead counterexample; simulator output is not a bound. [Infera source reference](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md) separates scalar tuner scoring from DES percentiles and retains missing-SLO/stale-document limits; no service guarantee | Vidur v2 and bounded Infera Git readset; Reference Matrix systems sources | 🟢 (prediction guidance; calibration not run) |
| **Diagnose / Verify** | Reusable-prefix compute work versus host/network KV loading cost | [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md), [Mooncake condition](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/mooncake-prefix-reuse-feasibility.md) | Check bytes, FLOPs and effective rate at one GPU-group scope; favorable Equation 2 still requires exposed-cost/SLO measurements | Mooncake FAST '25 §2.2, Table 1, Eqs. 1-2; separate public-paper source, not recovered foundation archive | 🟢 (analytical source condition; current feasibility and E2E benefit unverified; no SSD credit) |
| **Diagnose / Verify** | Offline offload feasibility across GPU, CPU RAM and disk | [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md), [FlexGen condition](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/flexgen-offload-feasibility.md) | Joint weights/KV/activation placement; RAM resident plus staging/working peaks, SSD state capacity and disk↔CPU cost, effective batch versus GPU batch, exposed CPU/transfer cost and block-latency objective | FlexGen official ICML 2023, §§3–4.3 and selected A.3; separate public source, foundation archive still unavailable | Source-only candidate; empirical not_run, fitted/perfect-overlap model and relaxed OOM limits; no blanket RAM/SSD, Network/OS or current-engine qualification |
| **Diagnose / Configure / Optimize / Verify** | Serving service order versus HBM admission and suspended-KV recovery; replica migration versus elastic sequence groups | [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md), [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | [Hypothetical pressure/migration cases](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/knowledge/scheduling-state-boundaries.md); cohort/fairness and destination-reservation costs | Orca proceedings, FastServe v3, Llumnix v1, LoongServe v2; implementation pins remain separate | 🟢 (conditional paper-derived plans) |
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 50c3f1b6c..2ad51a21b 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:7640b171256091efd1514a33d5e434eef3feaed238fc92fe3eeba02fee94e9ff`
+- Input digest: `sha256:930a3c698dd502804d2bff47cd6c49311e51492d68497d2986110f51bf18ceae`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -126,7 +126,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | common | Assess whether LLM serving queue delays justify token-boundary priority preemption, accounting for suspended KV, host ... | Diagnosing whether LLM serving queue delay justifies token-boundary priority preemption ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Orca — OSDI 2022 proceedings) | candidate · not_run · 1 readset(s) | no-eval |
| [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | common | Evaluate memory-capped split-backward and V-shaped pipeline scheduling proposals, preserving synchronous update ... | Assessing memory-capped split-backward and V-shaped pipeline schedule proposals when a ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Zero Bubble — [2401.10241v1](https://arxiv.org/abs/2401.10241v1)) | candidate · not_run · 1 readset(s) | no-eval |
| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | Auditing a performance claim against supplied fixed-workload reports and an explicit ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | Building an evidence-gated serving-configuration shortlist when a profiled simulator or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2)) | candidate · not_run · 1 readset(s) | no-eval |
+| [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | Building an evidence-gated serving-configuration shortlist when a profiled simulator or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2))
1 · Systems sources ([AMD Infera @ ff1136e4](https://github.com/AMD-AGI/Infera/tree/ff1136e ...) | candidate · not_run · 3 readset(s) | no-eval |
| [checkpoint-recovery-consistency](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md) | common | Assess distributed checkpoint recovery using DLRover memory agreement, persistence completion and replica transport ... | Assessing distributed checkpoint recovery through DLRover memory agreement, persistence ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 2 RAM/Host · Configure / Verify
3 SSD · Configure / Verify
4 Network · Diagnose / Configure / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (C3 / DLRover FlashCheckpoint @ `e35b1ad90e2928ca6bacf5d22117f71356 ...)
1 · Systems sources (C4 / NVIDIA Resiliency Extension @ ...) | candidate · not_run · 1 readset(s) | no-eval |
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | Comparing stage, device-mesh and operator-sharding candidates for static distributed ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | Deciding which performance evidence to collect next and which claim each evidence level ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | — |
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 86ee95d7e..431d6adfb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [7aa3344bf84c42467f43b3a927e1c7d13642bd55](https://github.com/InferMatrixLab/InferRSI/tree/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library).
+Source snapshot: [f8a7e832feab05f8262ebe4057f34e2c8a48fd95](https://github.com/InferMatrixLab/InferRSI/tree/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision 7aa3344bf84c42467f43b3a927e1c7d13642bd55 --check
+python tools/build_skill_index.py --source-revision f8a7e832feab05f8262ebe4057f34e2c8a48fd95 --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index d628bdadd..7ca5f452b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index f4b372d19..d88fedbcd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 4b940539c..ad18c41d4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 5c1c8590b..b6176580b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 971e9813a..95cb0339a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index e8d595cbc..0c362841d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 64816a247..fe9647d60 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 7521c9f69..19be27ac7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index 2a4a0ace2..6d05a6201 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index a2d677d4d..f33e2dc69 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index ea618b662..cae64927f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index ca740b5b7..ba785075e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
index 7c1cde5ed..98b76c35a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index d6676b490..36805a584 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index d6ea1871c..3cd0f3a37 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 12aeca1fd..d75dd3747 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 7c6e81473..2d911a7a9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index a3b85ccdc..c0480e2fc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 50b90d31b..4968b7412 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index c01e0e11f..c290dcc11 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index 3adab00f6..042a6504d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index d5ab3d293..72e321444 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 8b883145a..51572edc4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index 2dab44411..ed9f89473 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index a4074b797..98f318a3c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 3c226dfe4..b9244af08 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index bb08f2ed5..3fb89b78f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 3e86452fe..8128b0223 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,15 +16,17 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
+ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md",
+ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/source-record.json",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/source-notes.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "ac773c6f1c110a664dfca28a3ae9129b10c07614e60ca3640dea776220e7b352"
+ "content_sha256": "500231dd32f470dc90831ff1cdf5a8f0c791660958db92fcfbaa333162c28e5a"
}
],
"index_type": "packaged-skill",
@@ -33,8 +35,10 @@
},
"checkout_ref": "checkout:calibrate-serving-simulation",
"source_files": {
- "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md": "ac773c6f1c110a664dfca28a3ae9129b10c07614e60ca3640dea776220e7b352",
- "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json": "96771fb6fecf5fc7773bb7cf84038d8eaf436add1a0362dc26110c82037f8320",
+ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md": "500231dd32f470dc90831ff1cdf5a8f0c791660958db92fcfbaa333162c28e5a",
+ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json": "69fbc43e3b354670600dc8e8423957f28c90e30b5270f2659020cc4473f25509",
+ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md": "fe614b1c62f1d4a9db797a85d9b11931ae32169c40109c7b69ecd648fb6e9d1e",
+ "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/source-record.json": "61fafa5e92ae6312f8792e4630a35c78da4c1810fac4bf9cde385824c3894f36",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/source-notes.md": "9696d3c0ef96b6611787446bd6f96d4d6255ca8d107105de8c1d9af83edb9fa5",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -61,6 +65,30 @@
"A.1-A.2"
],
"readset": "references/source-notes.md"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/AMD-AGI/Infera",
+ "commit": "ff1136e4a51998eba2933ed63cfb9c10120f86ea",
+ "paths": [
+ "LICENSE",
+ "manual/simulation/tuning_agent.md",
+ "manual/simulation/boundaries.md",
+ "manual/simulation/anchors.md",
+ "manual/simulation/workloads.md",
+ "infera/projection/agents/tuning_agent/history.py",
+ "infera/projection/agents/tuning_agent/cli.py",
+ "infera/projection/agents/tuning_agent/evaluator.py",
+ "infera/projection/agents/tuning_agent/inference_tuning.py",
+ "infera/projection/agents/tuning_agent/inference_agent.py",
+ "infera/projection/core/projection/inference_projection/launcher.py",
+ "infera/projection/core/projection/inference_projection/des.py",
+ "tests/unit/projection/test_tuning_slo.py",
+ "tests/unit/projection/test_tuning_objectives.py",
+ "tests/unit/projection/test_tuning_variable_lengths.py",
+ "tests/unit/projection/test_des_disaggregated.py"
+ ],
+ "readset": "references/infera-serving-search/source-record.json"
}
],
"applicability": {
@@ -87,7 +115,9 @@
"Source-derived candidate; no local efficacy validation."
],
"provenance_readsets": [
- "references/source-notes.md"
+ "references/source-notes.md",
+ "references/infera-serving-search/README.md",
+ "references/infera-serving-search/source-record.json"
],
"consumption_mode": "packaged"
},
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index a88384b33..9afd40d10 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index 3572a1f8c..94d29cc99 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index d5ce0bdbf..23355cec5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index ded00b5e0..79feeea00 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index a7f2bfa5d..b3321e092 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index acdc57b97..d8ddb2a0b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 0f5b0fb34..1561b0968 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index 064e2ca25..e2887c213 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index b20edd811..e666f81ae 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 70fd8e8a5..086ba0f4f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 3a883cf9a..c358eb742 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index e90c2488d..c868cb6e2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index c456f30e9..e7c9aeb3c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 3482d1338..c57996aa7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index 7d68adf8b..64e25b051 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index bb39eac1d..451cb0802 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 9f20ba9d7..70129e211 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index 3dee4b666..ea513c486 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 3b2327374..2665f1145 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -35,8 +35,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 3d6372c43..abe794367 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 1040189df..dce18c772 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index 1c1f0ac80..963d1a81f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index c3b8b61d3..811c7a2c7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 8c592e80d..a405e1725 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 26722f7f4..780463f84 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index cb94c8a24..3780382c8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 636fbe213..33a014de1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index b94c5f561..6700bf944 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index fef01f452..6c3baab65 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index 1adcbdc00..a935f34eb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 8965fb642..9c5b70a5f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
@@ -38,7 +38,7 @@
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "0ba4ade1648764a7422f564abe2d4fc9f9a25b5943a6c70c81ce17b8e7fb48d9"
+ "content_sha256": "d03957ba8f5ff3892947a5c3a45f46de21145bdad3bfb1cbed26faeb172de7a9"
}
],
"index_type": "packaged-skill",
@@ -47,10 +47,10 @@
},
"checkout_ref": "checkout:optimization-search-policy",
"source_files": {
- "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "0ba4ade1648764a7422f564abe2d4fc9f9a25b5943a6c70c81ce17b8e7fb48d9",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md": "d03957ba8f5ff3892947a5c3a45f46de21145bdad3bfb1cbed26faeb172de7a9",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json": "f8448973cf1c9e506179c02c5e55bd804ea039b7276cf08071952f6c0be656ad",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md": "2c2a8147001d24d1abc8672f15cf0ca759ae461b734413c8dcb7497634bb6821",
- "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "6dc0c3b8ce13cff285ad99da4441f2fb6a5931247e7634e657275dd915854e02",
+ "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json": "c12db77c3536dc3b08635507efcf97c577dffc343186a953d32e5314380896df",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md": "56e16efce447dfd4990a024ff1d6f7cb428f8e3e1f7b32a7e4d05f57139b836a",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json": "21cc9562f1c19d6b57957c01b53e0adf8700d05ffaaa7764afe07c4da1284de1",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/INTEGRATION_NOTES.md": "157e74ba180426b279b548a729769f152bf18f9a78ffca4ebfcaf26b7d0c5292",
@@ -129,7 +129,9 @@
"../assess-serving-preemption/SKILL.md",
"../calibrate-serving-simulation/SKILL.md",
"../performance-ceiling-analysis/SKILL.md",
- "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md"
+ "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "../calibrate-serving-simulation/references/infera-serving-search/README.md",
+ "../calibrate-serving-simulation/references/infera-serving-search/source-record.json"
],
"consumption_mode": "packaged",
"sources": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 8c0cf7b12..47d62c006 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index ae1810d82..070901253 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 5ccb28ffe..db65524c0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index abec7ae74..6066fba39 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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index 97d160bec..cb53b27f0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
@@ -24,8 +24,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index 27968f7c8..64acd86f1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index 465739baa..2015e9115 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index c470e93b8..d71d0b860 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index a9476f7cf..751e79302 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index fc715e09f..260b73a71 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 045b18bc4..390dc40d3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index a2429cac2..68e4d4e0a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index 2fbb6eebc..a50dae839 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index 179f342ea..32bb14c04 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 3cc50bdee..8a01dc52f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 42b227ef5..96fa01654 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index 0fc99822c..b63228ecb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 19f847d38..e5d53c889 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index 7fac0bc38..9f5ea17dc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index 55040913f..98364ceb0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f8a7e832feab05f8262ebe4057f34e2c8a48fd95/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "f8a7e832feab05f8262ebe4057f34e2c8a48fd95",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
diff --git a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md
index 06b7e019a..7e2519ec4 100644
--- a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md
+++ b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md
@@ -11,6 +11,8 @@ Use when simulation or a cost model is proposed to reduce deployment experiments
Require model/shape/dtype, actual kernel/runtime revision, graph mode, GPU/host/topology, request length and arrival distribution, total resources/cost basis, memory limits, latency definitions and percentile SLOs. Read [Vidur evidence](references/source-notes.md) and [evidence types](references/source-notes.md). If any essential identity is missing, mark that dimension unknown rather than borrowing a paper default.
+For Infera serving-tuner output, read the [provenance reference](references/infera-serving-search/README.md) before using a shortlist. It distinguishes actual fidelity, the seed-only comparator, evaluated-trial retention and scalar versus DES metrics; independent trace-ranking calibration remains proposed and `not_run`.
+
## Procedure (P)
1. Classify each estimate: physical feasibility bound, measured attainable envelope, Amdahl-style conditional impact, or empirical prediction. Never label learned runtime output a bound.
@@ -31,4 +33,4 @@ Stop predictive certification if profiles are missing, topology is substituted,
## Resource contract
-This folder and its local `references/source-notes.md` are sufficient for selective consumption. Optional comparison notes and cases are linked through the owning ceiling skill; the local source notes retain the calibration procedure's evidence and limits. Existing InferRSI skill names above are reconciliation targets, not runtime dependencies.
+The local `references/source-notes.md` retains the Vidur evidence. The [Infera reference](references/infera-serving-search/README.md) and its [source record](references/infera-serving-search/source-record.json) retain the separate implementation example and its limits. These owner-local resources support selective consumption. Optional comparison notes and cases are linked through the owning ceiling skill. Existing InferRSI skill names above are reconciliation targets, not runtime dependencies.
diff --git a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json
index b9c515288..5e20e4ad5 100644
--- a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json
@@ -19,6 +19,30 @@
"A.1-A.2"
],
"readset": "references/source-notes.md"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/AMD-AGI/Infera",
+ "commit": "ff1136e4a51998eba2933ed63cfb9c10120f86ea",
+ "paths": [
+ "LICENSE",
+ "manual/simulation/tuning_agent.md",
+ "manual/simulation/boundaries.md",
+ "manual/simulation/anchors.md",
+ "manual/simulation/workloads.md",
+ "infera/projection/agents/tuning_agent/history.py",
+ "infera/projection/agents/tuning_agent/cli.py",
+ "infera/projection/agents/tuning_agent/evaluator.py",
+ "infera/projection/agents/tuning_agent/inference_tuning.py",
+ "infera/projection/agents/tuning_agent/inference_agent.py",
+ "infera/projection/core/projection/inference_projection/launcher.py",
+ "infera/projection/core/projection/inference_projection/des.py",
+ "tests/unit/projection/test_tuning_slo.py",
+ "tests/unit/projection/test_tuning_objectives.py",
+ "tests/unit/projection/test_tuning_variable_lengths.py",
+ "tests/unit/projection/test_des_disaggregated.py"
+ ],
+ "readset": "references/infera-serving-search/source-record.json"
}
],
"applicability": {
@@ -45,7 +69,9 @@
"Source-derived candidate; no local efficacy validation."
],
"provenance_readsets": [
- "references/source-notes.md"
+ "references/source-notes.md",
+ "references/infera-serving-search/README.md",
+ "references/infera-serving-search/source-record.json"
],
"consumption_mode": "packaged"
}
diff --git a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md
new file mode 100644
index 000000000..2927f0310
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/README.md
@@ -0,0 +1,133 @@
+# Infera serving-search provenance
+
+Status: source-derived candidate; empirical validation `not_run`.
+
+Use this reference when an Infera serving-tuner result supplies a configuration
+shortlist. The [source record](source-record.json) owns the fixed revision,
+selected readset, source hashes, rights and evidence limits. This is an
+implementation example for the existing calibration and search procedures;
+it supplies no local ranking, model-quality or service result.
+
+## What the selected source establishes
+
+### Follow fidelity through the actual command
+
+The inference branch has a deterministic seed stage followed by an optional LLM
+continuation. It constructs its own evaluator; the training branch's
+`--profiling-mode` selection is not forwarded by that inference entry.
+Within the serving evaluator, `dry` synthesizes metrics and returns before the
+real-projector path. Other modes may use the analytical model, a cached/forced
+benchmark artifact, or a requested live benchmark. Inspect the actual emitted
+command and artifacts: the result is initialized with `source="inference"`
+before those branches, so that label does not identify its fidelity.
+([CLI](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/cli.py#L122-L220),
+[evaluator](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/evaluator.py#L954-L1067))
+
+| Retained input or dispatch | Evidence it supplies | Limit |
+|---|---|---|
+| Dry evaluator | Synthetic loop-exercise metrics | Neither prediction fidelity nor measurement |
+| Analytical projector | Modeled target metrics | No measured attainable result |
+| Measured anchor consumed by the projector | An observed calibration input plus a transported target prediction | The target configuration is still projected; record measured and target shapes separately |
+| Fresh benchmark artifact | Measurement of the artifact's recorded execution conditions | Subsequent projected metrics and analytical memory are separate evidence |
+
+The anchor documentation explicitly keeps memory analytical and distinguishes
+anchor-defining execution regimes from transported dimensions. Preserve model,
+engine/kernel, dtype, graph/speculation settings, hardware/topology, calibration
+shape and target shape. Do not infer compatibility or a target measurement from
+an artifact filename, cache hit or benchmark counter.
+([Anchor contract](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/manual/simulation/anchors.md#L55-L109),
+[command selection](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/evaluator.py#L698-L715))
+
+### Separate the deterministic comparator from its continuation
+
+`--seed-only` / `--no-agent` runs the deterministic initial configuration sweep.
+The LLM stage continues with the same history and evaluator unless skipped or
+unavailable. This seed sweep is a configuration-search stage; repeated random
+seeds for measurement are a different control. A run that only produces seed
+results has not demonstrated an LLM contribution.
+([Stage dispatch](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/cli.py#L160-L220),
+[seed construction](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/inference_tuning.py#L776-L855))
+
+### Keep evaluated rejections with the selected result
+
+Both seed and agent paths append returned evaluation results before selecting
+the best legal score. The JSONL stores configuration, result, source, timestamp
+and notes; results carry rejection reason and, after a projector call, command,
+return code, duration and an output tail. The final best-summary JSON is a
+selection view, not the full trial record. Loading appends valid rows, records their configuration signatures and skips
+malformed/incomplete lines. The signature set lets later seed/agent calls skip
+configurations already evaluated; it does not remove duplicate stored rows. Retention therefore covers the evaluated
+results written by these paths, not every proposed or prefiltered candidate.
+([History](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/history.py#L16-L92),
+[seed retention and selection](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/cli.py#L173-L263),
+[agent retention](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/inference_agent.py#L328-L366))
+
+### Check which metrics actually reach ranking
+
+The tuner parses scalar performance labels and scores a named objective with
+its direction. The launcher prints those labels before an optional
+discrete-event simulation (DES), which prints a separate mean/p50/p90/p99 table.
+The inspected tuner parser does not read that percentile table. This source-flow
+observation means that forwarding a workload-file or length-spread option does
+not establish that the tuner objective or SLO gate uses trace-tail metrics.
+([Parser](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/inference_tuning.py#L1394-L1519),
+[scalar print and DES entry](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/core/projection/inference_projection/launcher.py#L989-L1043),
+[percentile format](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/core/projection/inference_projection/launcher.py#L463-L511))
+
+The SLO helper checks recognized, present scalar values. Missing metrics and
+unknown SLO keys produce no violation, as its source tests explicitly document.
+Thus `legal=true` is insufficient evidence that every intended constraint was
+evaluated. It also cannot establish a tail-latency or service guarantee.
+([SLO helper](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/evaluator.py#L1360-L1385),
+[unexecuted test definitions](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/tests/unit/projection/test_tuning_slo.py#L55-L61))
+
+## Proposed audit and ranking-calibration plan
+
+These are checks for a later authorized study, not checks executed by this
+reference or a supplied runner.
+
+1. Freeze the source/runtime/model, hardware and serving regime; retain workload
+ and anchor content identities. Record whether each reported quantity is
+ synthetic, analytical, anchor-assisted or measured, using actual dispatch and
+ artifact evidence. Preserve original results rather than relabeling them.
+2. Freeze useful work and quality controls before comparing seed-only with an
+ LLM continuation. Match objective/direction, latency definitions, constraints,
+ starting history, evaluation fidelity and available evaluation cost. Account
+ for seed work, repeats, rejected trials and LLM time/tokens/cost separately;
+ equal proposal counts do not establish equal total cost.
+3. Retain the full trial JSONL, relevant workload overlays, full available logs
+ and anchor references alongside the best summary. Count evaluated results,
+ skipped duplicates, prefiltered proposals and unreadable rows separately.
+ Distinguish execution failure, modeled infeasibility, missing data and a
+ valid measured regression; the search's `legal` flag is not a campaign verdict.
+4. Bind ranking validation to a fixed trace or workload distribution. Preserve
+ arrivals, input/output lengths, concurrency, prefix semantics, measurement
+ window and metric numerator/denominator. A length/arrival file lacks the block
+ hashes that drive content-addressed cache reuse; an analytical hit-rate
+ assumption is not observed trace reuse. Total-token and decode-only
+ throughput, fleet totals and per-GPU rates are different objectives.
+ ([Workload semantics](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/manual/simulation/workloads.md#L11-L123),
+ [metric denominators](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/agents/tuning_agent/inference_tuning.py#L1423-L1518))
+5. Compare a bounded predicted shortlist with independent observations of the
+ same candidates and required quality/SLO metrics. Keep predicted ranks,
+ observed ranks, constraint coverage, rank reversals, unresolved ties and
+ calibration-domain gaps visible. Select numeric gates in that study before
+ search; this source reference supplies none. Withhold a calibrated ranking
+ or agent-benefit conclusion when comparable observations are missing.
+
+## Source conflict and remaining limits
+
+The pinned boundaries manual says disaggregation has no independent event
+queues. The same revision's `simulate_disaggregated` has separate prefill/decode
+queues and clocks and is selected by `run_des` for an enabled split. Do not carry
+the stale negative capability claim into a decision. This static countercheck
+does not validate those queues' fidelity or any P/D deployment.
+([Stale text](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/manual/simulation/boundaries.md#L53-L55),
+[split state](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/core/projection/inference_projection/des.py#L2355-L2365),
+[split dispatch](https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/infera/projection/core/projection/inference_projection/des.py#L3073-L3145))
+
+No upstream code or tests, model/device/service run, ranking calibration or
+agent comparison was executed for this reference. Precision and speculation
+choices still need independent quality controls. Source rights cover the
+selected original repository material; dependencies, models, traces and other
+assets have separate rights. The source record retains that boundary.
diff --git a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/source-record.json b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/source-record.json
new file mode 100644
index 000000000..1cea72245
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/infera-serving-search/source-record.json
@@ -0,0 +1,365 @@
+{
+ "schema_version": 1,
+ "kind": "source-reference",
+ "owner": "calibrate-serving-simulation",
+ "state": "source_qualified",
+ "status": "candidate",
+ "empirical_validation": "not_run",
+ "source": {
+ "type": "git",
+ "url": "https://github.com/AMD-AGI/Infera",
+ "commit": "ff1136e4a51998eba2933ed63cfb9c10120f86ea",
+ "tree": "7ca812406c61b52452270c4c8c53d1582d510376",
+ "qualification_date": "2026-11-03",
+ "access": "Public fixed-commit GitHub text and Git-data reads",
+ "readset": {
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+ "depth_limits": "Full text, bounded bodies and definition searches are distinguished per path. Other repository files and fetched discovery material are not substantive support for this reference."
+ },
+ "claim_map": [
+ {
+ "id": "I1",
+ "type": "source_observation",
+ "claim": "Inference source label covers dry and real-projector paths; actual argv and artifact provenance are necessary",
+ "paths": [
+ "infera/projection/agents/tuning_agent/evaluator.py"
+ ],
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+ ],
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+ {
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+ "type": "source_observation_plus_proposed_comparison",
+ "claim": "Seed-only runs the deterministic initial sweep; controlled seed versus agent comparison is a future plan, not measured improvement",
+ "paths": [
+ "manual/simulation/tuning_agent.md",
+ "infera/projection/agents/tuning_agent/cli.py",
+ "infera/projection/agents/tuning_agent/inference_tuning.py"
+ ],
+ "locators": [
+ "tuning_agent.md36-51",
+ "cli.py160-220",
+ "inference_tuning.py776-855"
+ ]
+ },
+ {
+ "id": "I3",
+ "type": "source_observation",
+ "claim": "Returned evaluated trial results include rejected results and are appended to JSONL before best selection; load retains all valid rows, including duplicates, and records configuration signatures for future evaluation skips; malformed or incomplete rows can be skipped during load",
+ "paths": [
+ "infera/projection/agents/tuning_agent/history.py",
+ "infera/projection/agents/tuning_agent/cli.py",
+ "infera/projection/agents/tuning_agent/inference_agent.py"
+ ],
+ "locators": [
+ "history.py43-84",
+ "cli.py175-186,222-263",
+ "inference_agent.py343-356"
+ ]
+ },
+ {
+ "id": "I4",
+ "type": "source_flow_deduction_no_execution",
+ "claim": "Scalar performance metrics and the later DES percentile report are distinct; forwarded trace fields alone do not establish trace-tail tuner scoring",
+ "paths": [
+ "infera/projection/agents/tuning_agent/inference_tuning.py",
+ "infera/projection/core/projection/inference_projection/launcher.py",
+ "infera/projection/agents/tuning_agent/evaluator.py"
+ ],
+ "locators": [
+ "inference_tuning.py1423-1519",
+ "launcher.py286-320,463-511,1005-1037,1183-1184",
+ "evaluator.py638-647,1059-1085"
+ ]
+ },
+ {
+ "id": "I5",
+ "type": "source_observation_and_conflict",
+ "claim": "The no-independent-P/D-queues documentation statement is stale relative to the pinned split DES state/loop and enabled dispatch",
+ "paths": [
+ "manual/simulation/boundaries.md",
+ "infera/projection/core/projection/inference_projection/des.py"
+ ],
+ "locators": [
+ "boundaries.md53-55",
+ "des.py2355-2365,2647-2666,3073-3145"
+ ]
+ },
+ {
+ "id": "I6",
+ "type": "source_observation_plus_proposed_safety_boundary",
+ "claim": "Absent metrics and unknown SLO keys do not become violations; a legal flag is not evidence of complete SLO or service validation",
+ "paths": [
+ "infera/projection/agents/tuning_agent/evaluator.py",
+ "tests/unit/projection/test_tuning_slo.py"
+ ],
+ "locators": [
+ "evaluator.py1360-1385",
+ "test_tuning_slo.py55-61"
+ ]
+ }
+ ],
+ "source_conflicts": [
+ {
+ "documentation": "manual/simulation/boundaries.md:53-55 says disaggregation has no independent prefill/decode event queues",
+ "code": "infera/projection/core/projection/inference_projection/des.py:2355-2365,2647-2666,3073-3145 defines separate station queues/clocks and dispatches the split simulation",
+ "disposition": "Do not carry the stale negative capability claim. Static code inspection does not establish split-simulation fidelity or native deployment behavior."
+ }
+ ],
+ "rights": {
+ "selected_original_software_and_documentation": "MIT under the pinned root LICENSE",
+ "copyright": "Copyright 2026 Advanced Micro Devices, Inc. All rights reserved.",
+ "license_url": "https://github.com/AMD-AGI/Infera/blob/ff1136e4a51998eba2933ed63cfb9c10120f86ea/LICENSE",
+ "license_git_blob_sha1": "18de567ee2e7bf31ad35d31f28419c1096c9f2b6",
+ "license_utf8_bytes": 1105,
+ "license_sha256": "22c97da6a9d786607ee70d85aa0d27912d9f6db132e022ec13147ac42e574023",
+ "selected_path_coverage": [
+ "LICENSE",
+ "manual/simulation/tuning_agent.md",
+ "manual/simulation/boundaries.md",
+ "manual/simulation/anchors.md",
+ "manual/simulation/workloads.md",
+ "infera/projection/agents/tuning_agent/history.py",
+ "infera/projection/agents/tuning_agent/cli.py",
+ "infera/projection/agents/tuning_agent/evaluator.py",
+ "infera/projection/agents/tuning_agent/inference_tuning.py",
+ "infera/projection/agents/tuning_agent/inference_agent.py",
+ "infera/projection/core/projection/inference_projection/launcher.py",
+ "infera/projection/core/projection/inference_projection/des.py",
+ "tests/unit/projection/test_tuning_slo.py",
+ "tests/unit/projection/test_tuning_objectives.py",
+ "tests/unit/projection/test_tuning_variable_lengths.py",
+ "tests/unit/projection/test_des_disaggregated.py"
+ ],
+ "notice_findings": "The complete pinned path inventory contains only the root LICENSE in the LICENSE/NOTICE/COPYING family; the three fully read tuning tests explicitly carry MIT SPDX headers. No selected-path override was identified.",
+ "distribution": "Original attributed English procedure and source metadata only. No upstream implementation, full documentation, fixture, figure, trace, benchmark artifact or model is copied. InferRSI retains its own root license.",
+ "excluded_rights": [
+ "External dependencies and vendor code",
+ "Models and weights",
+ "Downloaded or third-party traces and other assets"
+ ]
+ },
+ "verification": {
+ "source_support": "Bounded source inspection and source-flow deduction; stale documentation counterchecked against code",
+ "source_tests": "Definitions inspected only; not executed",
+ "repository_and_package_checks": "Bound to the actual delivered revision and reported separately; not evidence of source runtime or efficacy",
+ "upstream_execution": "not_run",
+ "native_or_device_validation": "not_run",
+ "model_quality": "not_run",
+ "trace_ranking_calibration": "not_run",
+ "service_performance": "not_run",
+ "agent_effect": "not_run"
+ },
+ "limitations": [
+ "One owner-local source reference under existing candidate skills; no new runtime, planner, evaluator, registered skill or managed import.",
+ "The serving result's inference label alone does not distinguish synthetic, analytical, anchor-assisted or measured inputs.",
+ "The scalar tuner parser and the separate DES percentile report are distinct; forwarded workload options do not establish trace-tail ranking or SLO scoring.",
+ "The SLO helper ignores unknown keys and missing metrics; legal=true does not prove intended-constraint coverage or service acceptance.",
+ "JSONL retention covers returned evaluated results, not every prefiltered proposal; malformed rows can be skipped when loading.",
+ "Fixed-trace ranking checks, independent quality/SLO observations and matched seed-versus-agent cost comparisons are proposed future work, not delivered results.",
+ "The owner comparison is bounded and does not prove absence or novelty across every library body."
+ ]
+}
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
index dd615e856..0810c0394 100644
--- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
@@ -129,6 +129,8 @@ constraint from it. Example: "KV cache compression at this sequence length did
not reduce memory traffic (measured: mte2_ratio unchanged at concurrency=4)."
That constraint narrows the remaining search space.
+For a serving-tuner shortlist, follow the calibration owner's [Infera provenance reference](../calibrate-serving-simulation/references/infera-serving-search/README.md). Keep the deterministic seed-only comparator, complete evaluated-trial ledger and actual fidelity visible. That reference qualifies the scalar/DES metric boundary and the proposed, unrun trace-ranking check.
+
## Cost-aware candidate selection
For observed prefill interference with ongoing decodes, consult the
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
index e718b8d87..7bbceeab9 100644
--- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
@@ -64,7 +64,9 @@
"../assess-serving-preemption/SKILL.md",
"../calibrate-serving-simulation/SKILL.md",
"../performance-ceiling-analysis/SKILL.md",
- "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md"
+ "../../repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "../calibrate-serving-simulation/references/infera-serving-search/README.md",
+ "../calibrate-serving-simulation/references/infera-serving-search/source-record.json"
],
"consumption_mode": "packaged",
"sources": [