---
title: "Discussion on \"Where RAG Fails: Common Failure Cases and Quick Mitigations\" | Hashnode"
description: "Discussion on \"Where RAG Fails: Common Failure Cases and Quick Mitigations\". Introduction & Why RAG Fails\nIntroduction\n\nRetrieval-Augmented Generation (RAG) improves AI answers by combining:\n\nRetrieval: Searching a knowledge base (like PDF) for relevant information.\n\nGeneration: Producing a response based on retrieved data.\n\n..."
url: "https://hashnode.com/posts/where-rag-fails-common-failure-cases-and-quick-mitigations/68b490d484da8339e862d68f"
---

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# [Where RAG Fails: Common Failure Cases and Quick Mitigations](https://bibekkmr15.hashnode.dev/where-rag-fails-common-failure-cases-and-quick-mitigations?utm_source=hashnode&utm_medium=feed)

Introduction & Why RAG Fails Introduction Retrieval-Augmented Generation (RAG) improves AI answers by combining: Retrieval: Searching a knowledge base (like PDF) for relevant information. Generation: Producing a response based on retrieved data. ...

Aug 31, 2025 · 7 min read · bibekkmr15.hashnode.dev  
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-   [#rag](https://hashnode.com/tag/rag)
-   [#generative-ai](https://hashnode.com/tag/generative-ai)

## Written by

[Bibek Kumar Buranwal](https://hashnode.com/@bibekkmr15)

@bibekkmr15 · India

  
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WebDev, GenAI, Agentic AI, Artificial Intelligence

Web Developer, can work with MERN stack including Next.js, and also work with new Generative AI, Agentic AI technology. Available for hiring.

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