Deep Dive into HNSW: The Mathematical Engine Powering Modern AI Search

As Large Language Models redefine how we handle unstructured data, vector search has become the critical infrastructure for Retrieval-Augmented Generation (RAG). Understanding HNSW’s graph-based approach is essential for developers scaling semantic search from simple prototypes to high-performance, real-time production systems.