What Exactly is a Vector Database and How Does It Work

This post provides a foundational overview of vector databases, explaining their core concepts, mathematical underpinnings (vector spaces, embeddings, distance metrics), and architectural components (storage, index, query, service layers). It details the vector search workflow from data transformation to retrieval and touches upon consistency challenges in distributed systems.