General 517 installs

vector-index-tuning

by wshobson/agents

Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search…

Skill content

Vector Index Tuning

Guide to optimizing vector indexes for production performance.

When to Use This Skill

- Tuning HNSW parameters

- Implementing quantization

- Optimizing memory usage

- Reducing search latency

- Balancing recall vs speed

- Scaling to billions of vectors

Core Concepts

1. Index Type Selection
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