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klotz: chunking* + vector database*

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1. Choosing the Right Chunking Strategy: A Comprehensive Guide to RAG Optimization

   This article explores different chunking strategies for Retrieval-Augmented Generation (RAG) systems, comparing nine approaches using the agenticmemory library to improve retrieval accuracy and reduce hallucinations.

   2025-12-22 Tags: llm, performance, rag, chunking, embedding, vector database, rag optimization by klotz
2. Hitchhiker’s Guide to RAG: From Tiny Files to Tolstoy with OpenAI’s API and LangChain

   Scaling a simple RAG pipeline from simple notes to full books. This post elaborates on how to utilize larger files with your RAG pipeline by adding an extra step to the process — chunking.

   2025-08-20 Tags: rag, openai, langchain, llm, vector database, faiss, chunking, medium by klotz

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