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SuperBizAgent-java/eval/rag-retrieval/reports/current.md
zhuyongxin 7ae9707a3b feat(harness,rag): dual LLM audit fields, run conclusion, and hybrid quality
Persist provider reasoning and assistant text separately on agent_reasoning_audit
(DeepSeekAssistantMessage path), extract diagnosis_run.conclusion, enrich RAG
tool audit (step_id/query/qualityScore), gate empty mysql tools, drop devtools,
and align MVP docs after live E2E verification.
2026-07-28 19:43:13 +08:00

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# RAG Retrieval Baseline
Generated at: `2026-07-28T06:48:56.421877+00:00`
## Aggregate
| Metric | Value |
|---|---:|
| Cases | 7 |
| Top K | 5 |
| Passed | 6 |
| Failed | 1 |
| Pass rate | 0.8571 |
| LookupResult fixtures | 7 |
| Recall@K | 0.8571 |
| Strong hit rate | 0.8571 |
| Strong hits | 6 |
| Medium hits | 0 |
| Weak hits | 1 |
| Misses | 0 |
| Average first hit rank | 1.0 |
## Cases
| Case | Scenario | Pass | Hit | Attempt | Fallback | Evidence | First Expected Rank | Top Candidates | Failed Checks |
|---|---|---|---|---|---|---|---:|---|---|
| chat-mysql-connection-pool | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:mysql-connection-pool<br>2:mysql-connection-pool | |
| chat-diagnosis-flow | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:incident-diagnosis-flow<br>2:incident-diagnosis-flow | |
| aiops-payment-latency-alert | aiops | true | strong | FILTERED_VECTOR | | supported | 1 | 1:payment-service-latency<br>2:aiops-alert-scope-control<br>3:payment-service-latency<br>4:aiops-alert-scope-control | |
| aiops-prometheus-alert-scope | aiops | true | strong | FILTERED_VECTOR | | supported | 1 | 1:aiops-alert-scope-control<br>2:payment-service-latency<br>3:payment-service-latency<br>4:aiops-alert-scope-control | |
| chat-rag-chunk-context | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:rag-chunk-context-reconstruction<br>2:rag-l0-domain-entity-hint<br>3:rag-chunk-context-reconstruction<br>4:rag-l0-domain-entity-hint | |
| chat-l0-domain-hint | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:rag-l0-domain-entity-hint<br>2:rag-chunk-context-reconstruction<br>3:rag-l0-domain-entity-hint<br>4:rag-chunk-context-reconstruction | |
| chat-l0-filter-fallback | chat | false | weak | FILTERED_VECTOR | | supported | | 1:rag-l0-filter-decoy<br>2:rag-l0-filter-decoy | expected document not found<br>selected attempt mismatch: expected UNFILTERED_VECTOR_RETRY, got FILTERED_VECTOR<br>fallback reason mismatch: expected one of [filtered_vector_low_quality, filtered_vector_no_evidence], got <none><br>rerank top source mismatch: expected rag-l0-filter-fallback, got rag-l0-filter-decoy<br>expected context sources missing: rag-l0-filter-fallback |