2025年RAG技术并不会消亡，而是以新的范式 Agentic RAG 得到更广泛、深入应用，2025新鲜出炉的Agentic RAG全栈技术综述：全面回顾了RAG的发展历程，从最初的Naïve RAG到Advanced RAG，再到Modular RAG和Graph RAG，每种范式都有优劣。Agentic ...

全面回顾了RAG的发展历程，从最初的Naïve RAG到Advanced RAG，再到Modular RAG和Graph RAG，每种范式都有优劣。Agentic RAG作为最新范式，通过引入自主Agent实现了动态决策和工作流程优化。 Naïve RAG是检索增强生成的基础实现，它侧重于基于关键词的检索和静态数据集。

Loading and splitting documents. Creating Pinecone vector store. Creating the retriever and RAG chain. Preparing and running the evaluation. The CSV file that contains your context data. The app ...

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The evolution of RAG has led to various types and approaches, each designed to address specific challenges or leverage particular advantages in different domains. Let’s explore nine variations of the ...