Shypd.aiThe largest open index of AI toolsrag-cookbooks is an Open Source AI Agents & Automation tool that provides advanced techniques for Retrieval-Augmented Generation (RAG) systems. It offers ready-to-use implementations and guidance for RAG evaluation.
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rag-cookbooks is a comprehensive, open-source repository dedicated to advanced and agentic Retrieval-Augmented Generation (RAG) techniques. It serves as a valuable resource for researchers and developers looking to implement and evaluate sophisticated RAG systems. The repository progresses from naive RAG to more complex methods, offering clear implementations and explanations for each technique. It also includes research papers and references for further reading. Key features include various RAG techniques like Hybrid RAG, Hyde RAG, Parent Document Retriever, RAG fusion, Contextual RAG, Rewrite Retrieve Read, Unstructured RAG, and several agentic RAG approaches such as Basic Agentic RAG, Corrective RAG, Self RAG, Adaptive RAG, and ReAct RAG. The repository also provides guidance on RAG evaluation, often integrating with Athina AI for end-to-end implementation and assessment.
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