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docs/features/checked/advisoryai/opsmemory-chat-integration.md

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+# OpsMemory-Chat Integration (Decision Memory in AI Conversations)
+
+## Module
+AdvisoryAI
+
+## Status
+IMPLEMENTED
+
+## Description
+Connects OpsMemory institutional decision memory to AdvisoryAI Chat, enabling the AI to surface relevant past decisions during conversations and automatically record new decisions with outcomes for feedback loop learning.
+
+## Implementation Details
+- **Modules**: `src/AdvisoryAi/StellaOps.AdvisoryAI/Chat/`
+- **Key Classes**:
+  - `OpsMemoryIntegration` (`src/AdvisoryAi/StellaOps.AdvisoryAI/Chat/OpsMemoryIntegration.cs`) - integrates OpsMemory decision retrieval into chat pipeline
+  - `OpsMemoryLinkResolver` (`src/AdvisoryAi/StellaOps.AdvisoryAI/Chat/OpsMemoryLinkResolver.cs`) - resolves OpsMemory links referenced in chat context
+  - `OpsMemoryDataProvider` (`src/AdvisoryAi/StellaOps.AdvisoryAI/Chat/Assembly/Providers/OpsMemoryDataProvider.cs`) - data provider that fetches relevant OpsMemory entries for evidence bundles
+  - `ConversationContextBuilder` (`src/AdvisoryAi/StellaOps.AdvisoryAI/Chat/ConversationContextBuilder.cs`) - includes OpsMemory context in conversation history
+- **Interfaces**: None (uses concrete integration classes)
+- **Source**: SPRINT_20260109_011_002_BE_opsmemory_chat_integration.md
+
+## E2E Test Plan
+- [ ] Ask about a CVE that has a prior decision in OpsMemory and verify `OpsMemoryIntegration` surfaces the past decision in the response
+- [ ] Verify `OpsMemoryDataProvider` includes relevant past decisions in the evidence bundle for chat responses
+- [ ] Verify `OpsMemoryLinkResolver` resolves OpsMemory entry links to their full decision details
+- [ ] Verify `ConversationContextBuilder` enriches prompts with relevant OpsMemory context
+- [ ] Verify new decisions made during chat are recorded back into OpsMemory for future retrieval
+- [ ] Verify OpsMemory integration does not include stale decisions (respects TTL/validity windows)