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Vector Databases: Architecture, ANN Math & Comparative Deep Dive

A Senior Principal Engineer's comprehensive architectural guide to Vector Databases (HNSW, IVF-PQ, SCaNN), high-dimensional geometry, memory layout, and full-spectrum comparison with Relational (PostgreSQL/MySQL), Document (MongoDB), Key-Value (Redis), and Graph (Neo4j) engines.