AgentDB Vector Search Optimization Overview Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations for scaling to millions of vectors. SOP Framework: 5-Phase Optimization Phase 1: Baseline Performance (1 hour) - Measure current metrics (latency, throughput, memory) - Identify bottlenecks - Set optimization targets Phase 2: Apply Quantization (1-2 hours) - Configure product quantization - Train codebooks - Apply compression - Validate accuracy Phase 3: Implement HNSW Indexing (1-2 hours) - Build HNSW index - Tu…