Overview
Pinecone is a specialized database that allows developers to store and search through billions of high-dimensional vectors. It is widely used as the 'long-term memory' for LLM applications using RAG.
Key Features
- Serverless Architecture: Scales automatically without manual infrastructure management.
- Real-time Updates: Allows for immediate indexing and searching of new data.
- Metadata Filtering: Combines vector search with traditional metadata filters (e.g., 'find similar vectors where category = news').
Use Cases
- Semantic search engines.
- Recommendation systems.
- Anomaly detection.
- Retrieval-Augmented Generation (RAG).