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⚡ Bolt: Replace N+1 queries in find_similar_entities with CTE #475

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⚡ Bolt: Replace N+1 queries in find_similar_entities with CTE #475

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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.
## 2026-06-17 - Graph Manager N+1 Query Fix
**Learning:** find_similar_entities was performing N+1 queries by fetching all entities and querying relationships iteratively.
**Action:** Replaced iterative Python loop with a single recursive Common Table Expression (CTE) to bulk compute intersections and union, reducing latency from ~0.1060s to ~0.0055s.
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