Vector Search Fundamentals for RAG Design: ANN (HNSW), Distance Metrics, Metadata Filtering, and BM25

Introduction When designing a RAG (Retrieval-Augmented Generation) system, understanding what's happening inside vector search lets you tune the trade-offs between accuracy, speed, and cost yourself. ...