Ecosystem & Stack: chromadb

A unified framework for building local, private, and secure enterprise RAG pipelines using small, specialized LLMs optimized for on-device and edge deployment.

An intelligent dialogue system leveraging RAG technology to build Q&A services based on your custom knowledge base.

A local, open-source AI memory system designed to store every AI conversation verbatim and organize it for highly efficient semantic retrieval, achieving top benchmark scores.