Pathway

Easily use and train state of the art late-interaction retrieval methods (ColBERT) in any RAG pipeline. Designed for modularity and ease-of-use, backed by research.

A collection of projects showcasing RAG, agents, workflows, and other AI use cases with practical examples and tutorials.

A MemAgent framework that can extrapolate to 3.5M context tokens, along with a training framework for RL training of any agent workflow.

LightRAG 是一个简洁高效的 RAG 框架，使用图结构增强检索效果，发表于 EMNLP 2025。