Agents

Vector Database

1 min read

In Short

A database optimized for storing and querying high-dimensional vectors, typically embeddings.

Vector databases enable efficient similarity search at scale, making them essential for RAG and memory systems.

Examples

  • Pinecone
  • Weaviate
  • Chroma
  • Milvus
  • pgvector

Operations

  • Nearest neighbor search
  • Filtered queries
  • Hybrid search (vector + keyword)
  • Real-time updates
agentsinfrastructureretrieval