Production Vector Memory Integration with AutoGPT: HNSW Index Bottlenecks and Hybrid Search Trade-offs

Battle-tested pgvector schema and Python RRF implementation for AutoGPT's agent memory pipeline, plus latency fixes for high-concurrency vector insertion.

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