txtai

PromptTools 是开源的提示词测试与实验工具集，支持多种 LLM（OpenAI、LLaMA）和向量数据库（Chroma、Weaviate、LanceDB），帮助开发者系统化评估和优化 RAG 系统。

In-depth tutorials on LLMs, RAGs and real-world AI agent applications. Rich notebook examples for learning AI engineering practices.

A Python library by Google for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization, designed for data annotation and knowledge extraction workflows.

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