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⚡ Optimize Graph Entity Similarity Search #494

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⚡ Optimize Graph Entity Similarity Search #494

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3 changes: 3 additions & 0 deletions .jules/bolt.md
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## 2024-05-23 - Synchronous Audit Logging Bottleneck
**Learning:** `ToolOrchestrator._audit_action` was performing synchronous file I/O (open/write/close) for every tool invocation. This introduced ~68ms latency per 1000 calls. Moving this to a background thread with `queue.Queue` reduced it to ~3ms (20x improvement).
**Action:** For high-frequency logging or audit trails, always use an asynchronous writer or background thread to decouple I/O latency from the main execution path.
## 2024-05-29 - SQL CTEs vs Python loops for Graph Similarity
**Learning:** Using Python loops to fetch relations for 1000s of entities iteratively causes N+1 query bottlenecks and slow performance (1.03s vs 0.02s).
**Action:** Push complex operations like intersection, union, and Jaccard similarity directly into the SQL engine using CTEs.
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