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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 tra…

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Dev.to Aug 10, 2026, 20:53 UTC
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How Vector Search Actually Works: IVF and HNSW

Every system that does "semantic" anything — RAG pipelines, recommendation engines, image search, dedup — boils down to one operation: given this ve…

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Dev.to Jul 9, 2026, 16:00 UTC

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