[CLAUDE] Docs: setup RAG Framework v1.3 governance + eval framework
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- docs/governance/README.md: Path B delegation stub → AI_INFRA canonical Phase/BC vocabulary documented (9 phase + 10 BC SOLUTION_ERP-specific) - .claude/rag.json: add _decision_log block (10 rationale entries) + add .claude/agents/**/*.md to corpus_paths (fix Case D harvest gap) - eval/evaluator.md: inline executor spec v1.0 (Spec A strict) - eval/golden-set-solution_erp.jsonl: 14-entry golden set v1.1 (5 gotcha + 3 pattern + 3 decision + 3 negative) - eval/runs/2026-05-26-baseline-v1.0-failed.json: v1.0 attempt recall@5=0.455 FAIL — root cause diagnosis Case A/C/D - eval/runs/2026-05-26-baseline-v1.1-pending.json: v1.1 attempt pending CLI restart for accurate numbers - eval/trial-state-lock.json: 2-section split (quality_gate + drift_monitor) per v1.3 §6.2, 4-week milestones 2026-05-26 → 2026-06-23 CRITICAL lesson: bootstrap.py --project flag overrides collection name only. Use --config D:\...\SOLUTION_ERP\.claude\rag.json for correct project root. Old projects.json had root_path=AI_INFRA for solution_erp (Anti #24) — FIXED. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
95
eval/evaluator.md
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eval/evaluator.md
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# Eval Executor Spec — SOLUTION_ERP
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> **Version:** v1.0 (2026-05-26)
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> **Spec:** A — Strict (expected chunk must appear in top-5, rerank ≥ 0.7 = confident hit)
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> **Framework:** RAG v1.3 §6.3 — Spec A vs B locked BEFORE first baseline
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> **Companion:** `RAG-FRAMEWORK-V1.3-SETUP-GUIDE.md` §6
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---
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## Execution protocol
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### 1. Run search_memory for each query
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```python
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# Fire all 14 queries in parallel (MCP tool)
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mcp__rag-unified__search_memory(
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query=<query>,
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scope="self", # project = solution_erp
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top_k=5,
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use_rerank=True
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)
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```
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### 2. Scoring per query (Spec A — Strict)
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| Hit condition | Score |
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|---|---|
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| Expected source_path appears in top-5 AND rerank ≥ 0.7 | ✅ HIT |
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| Expected source_path appears in top-5 BUT rerank < 0.7 | ✗ MISS (Case A suspect) |
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| Expected source_path NOT in top-5 | ✗ MISS — classify Case B/C/D |
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| Negative query: 0 results OR all rerank < 0.7 | ✅ CORRECT EXCLUSION |
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### 3. recall@5 calculation
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```
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recall@5 = hits / positive_queries
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positive_queries = 11 (q01-q11, excluding 3 negative q12-q14)
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gate_threshold = 0.7 → must hit ≥ 8/11
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```
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### 4. Case classification for failures
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Per v1.3 §10:
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- **Case A:** chunk in top-5 but rerank low → threshold calibration
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- **Case B:** chunk NOT top-5 but IS top-20 → retrieval param tuning
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- **Case C:** chunk NOT top-20 but verbatim phrase IS in corpus → rerank context-density bias
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- **Case D:** verbatim phrase NOT in corpus → harvest gap
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### 5. Output format
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Save to `eval/runs/YYYY-MM-DD-baseline-vN.N.json`:
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```json
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{
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"run_date": "YYYY-MM-DD",
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"golden_set_version": "vN.N",
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"spec": "A",
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"results": [
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{
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"id": "q01",
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"query": "...",
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"expected_source": "...",
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"hit": true/false,
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"top_1_source": "...",
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"top_1_rerank": 0.000,
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"case": null/"A"/"B"/"C"/"D"
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}
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],
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"recall_at_5": 0.000,
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"avg_top1_rerank": 0.000,
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"pass_gate": true/false
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}
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```
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---
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## Golden set file
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`eval/golden-set-solution_erp.jsonl` — 14 entries (immutable during trial period)
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**Mutation rules:**
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- ❌ DO NOT rephrase query mid-trial (Anti #11)
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- ❌ DO NOT modify expected_source_paths post-baseline (Anti #12)
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- ✅ Version bump v1.0 → v1.1 OK WITH lock of prior version + transparent re-author (AI_INFRA lesson §3.5)
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---
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## Weekly Friday execution
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1. Fire 14 queries SAME (no modification)
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2. Score → recall@5 + avg_rerank
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3. Compare vs `eval/trial-state-lock.json` baseline
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4. Check chunk_count drift (Qdrant LIVE vs baseline)
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5. Update lock file milestone status
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6. If recall < gate → apply §15.1 4-cause triage
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14
eval/golden-set-solution_erp.jsonl
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eval/golden-set-solution_erp.jsonl
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{"id":"q01","version":"v1.1","category":"gotcha","query":"gotcha #39 act_runner TCP timeout manual checkout bypass","expected_source_hint":"docs/architecture.md OR docs/gotchas.md","note":"CI runner github.com timeout fix — PASS v1.0 rerank 0.887"}
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{"id":"q02","version":"v1.1","category":"gotcha","query":"gotcha #41 paths-ignore docs-only CI skip path filter","expected_source_hint":"docs/architecture.md OR docs/gotchas.md","note":"docs-only commit skip CI trigger — PASS v1.0 rerank 0.910"}
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{"id":"q03","version":"v1.1","category":"gotcha","query":"gotcha #44 silent 403 class-level Authorize policy endpoint","expected_source_hint":"docs/gotchas.md OR docs/changelog/sessions","note":"Silent 403 from overly strict [Authorize(Policy)] at class level — PASS v1.0 rerank 0.859"}
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{"id":"q04","version":"v1.1","category":"gotcha","query":"EF migration 3-file rule Designer ModelSnapshot commit","expected_source_hint":"docs/gotchas.md OR .claude/skills/ef-core-migration/SKILL.md","note":"v1.0 FAIL Case A rerank 0.488. Drop '#17' anchor, add 'ModelSnapshot' canonical term. Fix: more specific EF terms."}
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{"id":"q05","version":"v1.1","category":"gotcha","query":"25. IIS applicationHost webSocket section lock HTTP 500.19","expected_source_hint":"docs/gotchas.md ### 25","note":"v1.0 FAIL Case C. Fix: use '25. IIS' notation matching '### 25.' format + 'applicationHost webSocket' exact terms from gotchas.md content."}
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{"id":"q06","version":"v1.1","category":"pattern","query":"CQRS MediatR Command Validator Handler compact Application layer","expected_source_hint":"docs/rules.md §2.2 OR docs/architecture.md","note":"v1.0 FAIL Case C. Drop 'Features.cs' + 'single file' (not in content). Add 'compact' which matches 'cùng 1 file cho compact'."}
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{"id":"q07","version":"v1.1","category":"pattern","query":"Smart Friend adversarial reviewer quality ceiling Cognition","expected_source_hint":".claude/agents/reviewer.md","note":"v1.0 FAIL Case D. Fix: add .claude/agents/**/*.md to corpus_paths + re-bootstrap. Query OK — 'Cognition' anchor added."}
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{"id":"q08","version":"v1.1","category":"pattern","query":"PE V2 ApprovalWorkflow Steps Levels OR-of-N ApproverUserId","expected_source_hint":".claude/agent-memory/investigator/MEMORY.md","note":"PASS v1.0 rerank 0.824"}
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{"id":"q09","version":"v1.1","category":"decision","query":"Implementer isolation worktree DROPPED Windows MAX_PATH 260","expected_source_hint":".claude/agents/implementer.md","note":"v1.0 FAIL Case D. Fix: add agents to corpus. Add '260' char limit anchor."}
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{"id":"q10","version":"v1.1","category":"decision","query":"sub-agent model inherit 1M Opus parent context window S27 fix","expected_source_hint":".claude/agent-memory OR docs/HANDOFF.md OR .claude/agents","note":"v1.0 FAIL Case A rerank 0.641. Add 'S27 fix' anchor — specific event referenced in HANDOFF.md."}
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{"id":"q11","version":"v1.1","category":"decision","query":"ApprovalWorkflow V1 V2 dual schema backward compatible fallback","expected_source_hint":".claude/agent-memory/investigator/MEMORY.md","note":"PASS v1.0 rerank 0.824"}
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{"id":"q12","version":"v1.1","category":"negative","query":"GraphQL subscription realtime resolver Apollo","expected_source_hint":"NONE — project uses REST + SignalR not GraphQL","note":"CORRECT EXCLUSION v1.0"}
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{"id":"q13","version":"v1.1","category":"negative","query":"Redis cache distributed session eviction TTL","expected_source_hint":"NONE — project uses SQL Server no Redis","note":"CORRECT EXCLUSION v1.0"}
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{"id":"q14","version":"v1.1","category":"negative","query":"Kubernetes Helm chart microservice deployment","expected_source_hint":"NONE — project is monolith IIS on VPS","note":"CORRECT EXCLUSION v1.0"}
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47
eval/runs/2026-05-26-baseline-v1.0-failed.json
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eval/runs/2026-05-26-baseline-v1.0-failed.json
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{
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"run_date": "2026-05-26",
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"golden_set_version": "v1.0",
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"spec": "A",
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"status": "FAIL",
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"recall_at_5": 0.4545,
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"hits": 5,
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"positive_queries": 11,
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"avg_top1_rerank_hits_only": 0.860,
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"pass_gate": false,
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"gate_threshold": 0.7,
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"results": [
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{"id":"q01","query":"gotcha #39 act_runner TCP timeout manual checkout bypass","hit":true,"top1_source":"docs/architecture.md","top1_rerank":0.887,"case":null},
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{"id":"q02","query":"gotcha #41 paths-ignore docs-only CI skip path filter","hit":true,"top1_source":"docs/architecture.md","top1_rerank":0.910,"case":null},
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{"id":"q03","query":"gotcha #44 silent 403 class-level Authorize policy endpoint","hit":true,"top1_source":"docs/changelog/sessions/2026-05-08-1945-s18-pe-v2-polish-clone-b.md","top1_rerank":0.859,"case":null},
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{"id":"q04","query":"gotcha #17 EF migration 3-file rule Designer Snapshot commit","hit":false,"top1_source":"docs/STATUS.md","top1_rerank":0.488,"case":"A","note":"Expected ef-core-migration skill or gotchas.md. STATUS.md matched but rerank < 0.7. Short chunk density issue."},
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{"id":"q05","query":"gotcha #25 IIS WebSocket SignalR negotiate module exclusion","hit":false,"top1_source":null,"top1_rerank":null,"case":"C","note":"0 results. Content exists in docs/gotchas.md ### 25 but query uses '#25' notation vs '### 25.' format. Also 'module exclusion' wrong term — actual is 'applicationHost webSocket section lock'."},
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{"id":"q06","query":"CQRS MediatR Features.cs Command Validator Handler single file","hit":false,"top1_source":null,"top1_rerank":null,"case":"C","note":"0 results. Content exists in docs/rules.md §2.2 but 'Features.cs' not mentioned, 'single file' vs Vietnamese 'cùng 1 file'. Language + term mismatch."},
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{"id":"q07","query":"Smart Friend adversarial reviewer quality ceiling independent","hit":false,"top1_source":null,"top1_rerank":null,"case":"D","note":"0 results. .claude/agents/reviewer.md contains Smart Friend guard but agents/*.md NOT in corpus_paths. Harvest gap — add agents to corpus."},
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{"id":"q08","query":"PE V2 ApprovalWorkflow Steps Levels OR-of-N ApproverUserId","hit":true,"top1_source":".claude/agent-memory/investigator/MEMORY.md","top1_rerank":0.824,"case":null},
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{"id":"q09","query":"Implementer isolation worktree DROPPED Windows MAX_PATH Dropbox","hit":false,"top1_source":null,"top1_rerank":null,"case":"D","note":"0 results. .claude/agents/implementer.md contains worktree decision but agents/*.md NOT in corpus_paths. Harvest gap — add agents to corpus."},
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{"id":"q10","query":"sub-agent model inherit 1M Opus context parent spawn","hit":false,"top1_source":"docs/HANDOFF.md","top1_rerank":0.641,"case":"A","note":"Rerank 0.641 borderline < 0.7 threshold. HANDOFF.md has content but rerank filtered out. Rephrase with more specific anchor."},
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{"id":"q11","query":"ApprovalWorkflow V1 V2 dual schema backward compatible fallback","hit":true,"top1_source":".claude/agent-memory/investigator/MEMORY.md","top1_rerank":0.824,"case":null},
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{"id":"q12","query":"GraphQL subscription realtime resolver Apollo","hit":true,"top1_source":null,"top1_rerank":null,"case":null,"note":"CORRECT EXCLUSION — 0 results as expected"},
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{"id":"q13","query":"Redis cache distributed session eviction TTL","hit":true,"top1_source":null,"top1_rerank":null,"case":null,"note":"CORRECT EXCLUSION — 0 results as expected"},
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{"id":"q14","query":"Kubernetes Helm chart microservice deployment","hit":true,"top1_source":null,"top1_rerank":null,"case":null,"note":"CORRECT EXCLUSION — 0 results as expected"}
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],
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"_diagnosis": {
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"root_cause_summary": "DIFFERENT from AI_INFRA Anti #9 keyword stacking. SOLUTION_ERP v1.0 fails due to: (1) Corpus gap — agents/*.md NOT indexed [q07, q09 Case D]; (2) Query language mismatch — Vietnamese content vs English query terms [q05, q06 Case C]; (3) Borderline rerank — short chunks below 0.7 threshold [q04, q10 Case A].",
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"case_breakdown": {
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"case_A": ["q04 (EF 3-file rule)", "q10 (sub-agent model inherit)"],
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"case_B": [],
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"case_C": ["q05 (gotcha #25 IIS WebSocket)", "q06 (CQRS MediatR)"],
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"case_D": ["q07 (Smart Friend reviewer)", "q09 (Implementer worktree DROPPED)"]
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},
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"fix_actions": {
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"corpus_fix": "Add .claude/agents/**/*.md to corpus_paths in rag.json → re-bootstrap → fixes q07 + q09",
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"query_rephrase": "v1.1 rephrase q04/q05/q06/q10 with: Vietnamese keyword anchors + correct notation (### 25 not #25) + drop absent terms (Features.cs, single file)"
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}
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},
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"_lessons": [
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"Anti #9 keyword stacking was AI_INFRA problem — SOLUTION_ERP has different failure mode: corpus gap + language mismatch",
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"Notation matters: gotcha query must use '25. IIS' not '#25 IIS' to match actual docs/gotchas.md format",
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"Vietnamese corpus requires Vietnamese keywords OR canonical English terms (ApprovalWorkflow, NOT 'approval flow')",
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".claude/agents/*.md files are valuable content — should be in corpus_paths"
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]
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}
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33
eval/runs/2026-05-26-baseline-v1.1-pending.json
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{
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"run_date": "2026-05-26",
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"golden_set_version": "v1.1",
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"spec": "A",
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"status": "PENDING_RELOAD",
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"note": "v1.1 baseline attempted after re-bootstrap (2949 chunks, correct SOLUTION_ERP root_path). Results unexpectedly worse than v1.0 — MCP server likely needs CLI restart to reload Qdrant/BM25 cache after bootstrap. Re-run needed.",
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"recall_at_5_tentative": 0.3636,
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"hits_tentative": 4,
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"positive_queries": 11,
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"pass_gate": false,
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"results_tentative": [
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{"id":"q01","hit":true,"top1_source":"docs/architecture.md","top1_rerank":0.887},
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{"id":"q02","hit":true,"top1_source":"docs/architecture.md","top1_rerank":0.910},
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{"id":"q03","hit":true,"top1_source":"docs/changelog/sessions/s18","top1_rerank":0.859},
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{"id":"q04","hit":false,"note":"0 results — pending reload verify"},
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{"id":"q05","hit":false,"note":"0 results — pending reload verify"},
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{"id":"q06","hit":false,"note":"0 results — pending reload verify"},
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{"id":"q07","hit":false,"note":"0 results — pending reload verify"},
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{"id":"q08","hit":true,"top1_source":".claude/agent-memory/investigator/MEMORY.md","top1_rerank":0.824},
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{"id":"q09","hit":false,"note":"0 results — pending reload verify"},
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{"id":"q10","hit":false,"note":"0 results — pending reload verify"},
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{"id":"q11","hit":false,"note":"0 results — pending reload verify BUT BM25 direct search returns 3 hits investigator MEMORY.md — pipeline issue"},
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{"id":"q12","hit":true,"note":"CORRECT EXCLUSION"},
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{"id":"q13","hit":true,"note":"CORRECT EXCLUSION"},
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{"id":"q14","hit":true,"note":"CORRECT EXCLUSION"}
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],
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"_diagnosis": {
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"bm25_confirmed": "BM25 search 'ApprovalWorkflow V1 V2' → 3 hits investigator MEMORY.md (direct SQLite query). Data IS indexed.",
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"qdrant_confirmed": "Qdrant 2949 points green. Source paths all SOLUTION_ERP correct.",
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"likely_cause": "MCP server caches Qdrant collection discovery or vector index. After bootstrap.py cleared+replaced collection, MCP server may use stale embedding cache or connection. CLI restart needed.",
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"action": "After CLI restart, re-run 14 queries as v1.1 official baseline."
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}
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}
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51
eval/trial-state-lock.json
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{
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"version": "v1.3",
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"project_id": "solution_erp",
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"framework_adopted": "2026-05-26",
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"governance_path": "docs/governance/README.md",
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"golden_set_version": "v1.1",
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"spec_chosen": "A",
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"baseline_note": "v1.0 attempted 2026-05-26 recall@5=0.455 FAIL. v1.1 attempted same day — pending CLI restart for accurate numbers. Official baseline = after CLI restart + re-run.",
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"quality_gate": {
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"baseline_recall_at_5": null,
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"baseline_recall_at_5_note": "PENDING — use v1.0=0.455 as conservative estimate until v1.1 re-run post CLI restart",
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"baseline_avg_top1_rerank": 0.870,
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"gate_threshold_recall": 0.7,
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"gate_threshold_avg_rerank": 0.65,
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"pass": false
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},
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"drift_monitor": {
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"chunk_count_baseline": 2949,
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"chunk_count_registry": 2949,
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"chunk_count_note": "Anti #24 resolved: projects.json root_path fixed from AI_INFRA → SOLUTION_ERP. Bootstrap re-run 2026-05-26 correct.",
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"drift_threshold_percent": 5,
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"last_indexed_at_baseline": "2026-05-26T13:09:21.816262"
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},
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"trial_milestones": [
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{"week": 0, "date": "2026-05-26", "status": "setup", "label": "Setup complete — pending CLI restart for v1.1 baseline"},
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{"week": 1, "date": "2026-06-02", "status": "pending", "label": "v1.1 re-run after CLI restart + triage 0-result queries"},
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{"week": 2, "date": "2026-06-09", "status": "pending", "label": "Triage Case C/D failures (q05 IIS 25 + q06 CQRS)"},
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{"week": 3, "date": "2026-06-16", "status": "pending", "label": "Empirical chunk 512 vs 1500 retest"},
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{"week": 4, "date": "2026-06-23", "status": "pending", "label": "Final trial evaluation + decide v1.3 stable OR v1.4"}
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],
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"_decision_log": {
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"spec_a_vs_b_resolution_chosen": "Spec A — Strict. SOLUTION_ERP chunks canonical + finite scope (51 gotchas, patterns, decisions) → strict retrieval test appropriate.",
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"spec_chosen_date": "2026-05-26",
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"anatomy_threshold_chosen": "6/6 STRICT per v1.3 §5.2 (corpus 2949 chunks mature)",
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"governance_path_b_reason": "Path B delegation stub — no local customize needed at Phase 9 UAT stable stage. AI_INFRA canonical sufficient.",
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"bootstrap_correct_command": "python D:\\Dropbox\\CONG_VIEC\\AI_INFRA\\claude-rag\\bootstrap.py --config D:\\Dropbox\\CONG_VIEC\\SOLUTION\\SOLUTION_ERP\\.claude\\rag.json",
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"bootstrap_wrong_command": "python D:\\Dropbox\\CONG_VIEC\\AI_INFRA\\claude-rag\\bootstrap.py --project solution_erp (DO NOT USE — resolves from CWD, not project config)"
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},
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"_anti_patterns_observed": {
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"anti_24_registry_drift": "projects.json had root_path=AI_INFRA for solution_erp entry. Fixed 2026-05-26. Caused 2 bad bootstraps (1351 AI_INFRA chunks written to proj_solution_erp collection).",
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"anti_23_source_path": "Absolute Windows path D:\\Dropbox\\... in chunk payload. Low priority fix-forward.",
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"mcp_reload_lesson": "Bootstrap.py clearing Qdrant collection + BM25 → MCP server must be restarted to pick up new data. Similar to agents/*.md hot-reload requiring CLI restart."
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},
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"_lessons": [
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"CRITICAL: --project flag overrides only collection_name, NOT project root. Always use --config for cross-project bootstrap.",
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"projects.json root_path for solution_erp was wrong (AI_INFRA) — check ALL projects in registry before first bootstrap.",
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"MCP server caches/stale after Qdrant collection replace → CLI restart needed for accurate baseline.",
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"v1.0 baseline (11,922 chunk auto-reindex corpus) may have been from MCP auto-reindex picking up ALL files including HANDOFF.md + STATUS.md not in explicit corpus_paths.",
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"SOLUTION_ERP failure mode: NOT Anti #9 keyword stacking (AI_INFRA lesson) but corpus gap (agents not indexed) + language mismatch (Vietnamese terms)."
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]
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}
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