perf(routing): interpolate psychometric warm starts - #1061
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Signed-off-by: Seongho Bae <me@seonghobae.me>
Signed-off-by: Seongho Bae <me@seonghobae.me>
Signed-off-by: Seongho Bae <me@seonghobae.me>
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Signed-off-by: Seongho Bae <me@seonghobae.me>
Signed-off-by: Seongho Bae <me@seonghobae.me>
Signed-off-by: Seongho Bae <me@seonghobae.me>
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Reviewed commit: f9bb820c41
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Signed-off-by: Seongho Bae <me@seonghobae.me>
Signed-off-by: Seongho Bae <me@seonghobae.me>
Signed-off-by: Seongho Bae <me@seonghobae.me>
Signed-off-by: Seongho Bae <me@seonghobae.me>
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Signed-off-by: Seongho Bae <me@seonghobae.me>
PR #1067 has exactly the same tree as #1058, already an ancestor of #1064. Preserve both histories and the complete #1064 tree without reapplying identical cherry-picked changes. The successor update remains a fast-forward. Source tree: 8735f95 Predecessors: #1058, #1059, #1061, #1062, #1064. No predecessor is closed before protected delivery and delta verification. Signed-off-by: Seongho Bae <me@seonghobae.me>
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Pull request overview
OpenCode reviewed the current-head product diff. Coverage is a separate gate.
Changed files
CHANGELOG.md— repository behaviorcontextual_orchestrator/psychometric_routing.py— Python module behaviordocs/doctoring/measured-routing-evidence.md— operator or user guidancedocs/papers/README.md— operator or user guidancedocs/planning/adrs/0034-anti-heuristic-routing-evidence.md— operator or user guidancedocs/product-technical-gap-baseline.md— operator or user guidancescripts/benchmark_psychometric_heldout.py— Python module behaviortests/test_psychometric_routing.py— regression suite
Changed behavior
flowchart LR
PR["PR changed files"] --> Evidence["OpenCode bounded evidence"]
Evidence --> S1["Repository file: CHANGELOG.md"]
S1 --> I1["repository behavior"]
I1 --> R1["Review risk: Repository file: CHANGELOG.md"]
R1 --> V1["required checks"]
Evidence --> S2["Python: psychometric_routing.py (2 files)"]
S2 --> I2["Python module behavior"]
I2 --> R2["Review risk: Python: psychometric_routing.py (2 files)"]
R2 --> V2["pytest plus coverage"]
Evidence --> S3["Docs: measured-routing-evidence.md (4 files)"]
S3 --> I3["operator or user guidance"]
I3 --> R3["Review risk: Docs: measured-routing-evidence.md (4 files)"]
R3 --> V3["docs review"]
Evidence --> S4["Test: test_psychometric_routing.py"]
S4 --> I4["regression suite"]
I4 --> R4["Review risk: Test: test_psychometric_routing.py"]
R4 --> V4["targeted test run"]
Findings
No source-backed product finding is synthesized from the coverage gate. A coverage miss belongs in the status comment.
- Head SHA:
c5a09630b4473d6981f3fbc5c555fbbcd9406a74 - Workflow run: 33898306468
- Workflow attempt: 1
- Coverage gate:
failure
Review outcome
Coverage is a gate, not the review. This body reviews the changed product files.
Changed-File Evidence Map
flowchart LR
PR["PR changed files"] --> Evidence["OpenCode bounded evidence"]
Evidence --> S1["Repository file: CHANGELOG.md"]
S1 --> I1["repository behavior"]
I1 --> R1["Review risk: Repository file: CHANGELOG.md"]
R1 --> V1["required checks"]
Evidence --> S2["Python: psychometric_routing.py (2 files)"]
S2 --> I2["Python module behavior"]
I2 --> R2["Review risk: Python: psychometric_routing.py (2 files)"]
R2 --> V2["pytest plus coverage"]
Evidence --> S3["Docs: measured-routing-evidence.md (4 files)"]
S3 --> I3["operator or user guidance"]
I3 --> R3["Review risk: Docs: measured-routing-evidence.md (4 files)"]
R3 --> V3["docs review"]
Evidence --> S4["Test: test_psychometric_routing.py"]
S4 --> I4["regression suite"]
I4 --> R4["Review risk: Test: test_psychometric_routing.py"]
R4 --> V4["targeted test run"]
OpenCode Review Overview
Coverage evidence did not pass, so approval is blocked. The formal pull-request review is the source-backed diff review, not this status comment. |
Successor tracking
The complete delta at this PR's head
c5a09630b4473d6981f3fbc5c555fbbcd9406a74is preserved in trusted-branch successor #1067 at1481c595dc1d16e7bf4b65addaf0bd30322cf2b8. Commit ancestry and tree equality are recorded indocs/product-technical-gap-baseline.md. Review and required-workflow integration continue there. This PR remains open until protected delivery and a fresh full-delta audit; later changes here must also be carried forward.Summary
Measured result
24 train/24 held-out contexts, four models:
0.1438369123->0.1418346845(1.39% lower)0.4525311878->0.44757843030.0024259478->0.0Expected Brier includes Bernoulli outcome variance. This is synthetic warm-start evidence, not buyer-held-out accuracy or production latency. Defaults remain unchanged.
Stack and exact-head verification
99efa19ec5a096303399 passed, 2 skipped0.1418346845git diff --checkBoth review findings are fixed and resolved.