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LangChain vs. LlamaIndex: A Comprehensive Comparison for Retrieval-Augmented Generation (RAG)

LangChain vs. LlamaIndex: A Comprehensive Comparison for Retrieval-Augmented Generation (RAG)

Introduction Retrieval-Augmented Generation (RAG) combines information retrieval with generative models, making it a powerful technique for applications like question answering, summarizat

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LightRAG — Simple and efficient rival to GraphRAG?

LightRAG — Simple and efficient rival to GraphRAG?

Traditional RAG systems work by indexing raw data. This data is simply chunked and stored in vector DBs. Whenever a query comes from the user, it queries the stored chunks and retrieves releva

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Microsoft GraphRAG v0.4.0

Microsoft GraphRAG v0.4.0

Microsoft recently released version v0.4.0 of the GraphRAG project, featuring several significant updates. The most notable additions are the Incremental Indexing feature and the DRIFT Graph Rea

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Using Llama 3 for Building AI Agents

Using Llama 3 for Building AI Agents

Comprehensive guide to building AI Agents with Llama 3 function calling capabilities. Introduction Imagine you want to buy something. You visit an e-commerce website and use the sea

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