A visualization of an HNSW graph structure with layered nodes and edges

Build an HNSW Vector Index from Scratch in Python for RAG

Build an HNSW graph vector index from scratch in pure Python and integrate it into a RAG pipeline. This hands-on guide covers the full implementation, testing, and a roadmap to production-grade features.

September 8, 2026 · 13 min · 2737 words · martinuke0
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