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  5. Vector Database
Retrieval & Searchaka Vector Store

Vector Database

A vector database stores embeddings and retrieves items whose vectors are near a query vector.

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It builds an index suited to high-dimensional similarity search and keeps vectors linked to source content and metadata. At query time it returns candidate records by distance, often with metadata filters and approximate search for speed.

Related terms

Retrieval-Augmented GenerationVector EmbeddingSemantic SearchChunking