A visualization of a hierarchical navigable small world graph with layered nodes and weighted edges

Build an HNSW Vector Index from Scratch in Pure Python

A hands-on build guide for a pure Python HNSW vector index — the data structure powering billion-scale vector search at Meta, Spotify, and Qdrant. Includes runnable code, architecture diagrams, and a senior-level extension roadmap.

September 26, 2026 · 14 min · 2780 words · martinuke0
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