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.
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# RAG Retrieval Baseline
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Generated at: `2026-07-06T13:37:59.726351+00:00`
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Generated at: `2026-07-28T06:55:09.379164+00:00`
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## Aggregate
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| Case | Scenario | Pass | Hit | Attempt | Fallback | Evidence | First Expected Rank | Top Candidates | Failed Checks |
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|---|---|---|---|---|---|---|---:|---|---|
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| chat-mysql-connection-pool | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:mysql-connection-pool<br>2:incident-diagnosis-flow | |
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| chat-diagnosis-flow | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:incident-diagnosis-flow<br>2:rag-chunk-context-reconstruction | |
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| aiops-payment-latency-alert | aiops | true | strong | FILTERED_VECTOR | | supported | 1 | 1:payment-service-latency<br>2:mysql-connection-pool | |
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| aiops-prometheus-alert-scope | aiops | true | strong | FILTERED_VECTOR | | supported | 1 | 1:aiops-alert-scope-control | |
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| chat-rag-chunk-context | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:rag-chunk-context-reconstruction<br>2:rag-breadcrumb-embedding-gap | |
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| chat-l0-domain-hint | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:rag-l0-domain-entity-hint<br>2:rag-l0-l1-fusion-ranking | |
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| chat-l0-filter-fallback | chat | true | strong | UNFILTERED_VECTOR_RETRY | filtered_vector_low_quality | supported | 1 | 1:rag-l0-filter-fallback<br>2:rag-l0-domain-entity-hint | |
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| chat-mysql-connection-pool | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:mysql-connection-pool<br>2:mysql-connection-pool | |
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| chat-diagnosis-flow | chat | true | strong | FILTERED_VECTOR | | supported | 1 | 1:incident-diagnosis-flow<br>2:incident-diagnosis-flow | |
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| 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 | |
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| 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 | |
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| 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 | |
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| 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 | |
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| chat-l0-filter-fallback | chat | true | strong | UNFILTERED_VECTOR_RETRY | filtered_vector_low_quality | supported | 1 | 1:rag-l0-filter-fallback<br>2:rag-l0-filter-decoy<br>3:rag-l0-domain-entity-hint<br>4:rag-l0-domain-entity-hint<br>5:rag-chunk-context-reconstruction | |
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