AgentDB Performance Optimization

What This Skill Does

Provides comprehensive performance optimization techniques for AgentDB vector databases. Achieve 150x-12,500x performance improvements through quantization, HNSW indexing, caching strategies, and batch operations. Reduce memory usage by 4-32x while maintaining accuracy.

Performance

<100µs vector search, <1ms pattern retrieval, 2ms batch insert for 100 vectors. Prerequisites Node.js 18+ AgentDB v1.0.7+ (via agentic-flow) Existing AgentDB database or application Quick Start Run Performance Benchmarks Show more