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Role

Qdrant holds embeddings and supports semantic search for org knowledge and related features. Entry points include src/memory/org_knowledge_qdrant.py and dependent callers.

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Operations

Vector services expose an HTTP API; listen ports are environment-specific and are not listed on this public site. Startup checks and GET /health surface readiness alongside other dependencies when Qdrant is part of your stack.

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Performance

Batch size, vector dimension, and org-scoped filters drive latency and cost. Validate changes in staging before broad rollout.