May 5, 2026 · 21 min read · AI Infrastructure Vector Databases Explained: History, Internals, and Why Agentic AI Depends on Them A deep technical guide to vector databases: what they are, how they evolved, how they work internally, and how to use them with embeddings, RAG, and agents. Vector Databases Embeddings RAG Agentic AI