updated documentation for entity implementation
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@@ -74,6 +74,7 @@ service by ID after the vector search.
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The core four-service architecture is complete and operational. Key capabilities:
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- **Hybrid memory retrieval** — recent episodes + semantic search combined into every prompt
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- **Entity layer** — automatic extraction of named entities from conversations via qwen2.5:3b, stored in SQLite and Qdrant, injected into every prompt as structured knowledge
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- **Projects** — sessions grouped with shared or isolated memory pools
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- **Auto-naming** — sessions named automatically from first exchange via inference
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- **Project-scoped semantic search** — Qdrant filtered by project session IDs
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