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