---
title: "Discussion on \"Beyond Naive RAG: Building a Document Chatbot That Actually Works\" | Hashnode"
description: "Discussion on \"Beyond Naive RAG: Building a Document Chatbot That Actually Works\". We've all seen the promise of Retrieval-Augmented Generation (RAG): upload a document and start asking questions. It seems like magic. But if you've ever moved past the \"Hello World\" tutorials and tried building one for a truly complex document—like ..."
url: "https://hashnode.com/posts/beyond-naive-rag-building-a-document-chatbot-that-actually-works/68ec9f8091db1e72f607b95b"
---

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# [Beyond Naive RAG: Building a Document Chatbot That Actually Works](https://talk-to-your-document.hashnode.dev/beyond-naive-rag-building-a-document-chatbot-that-actually-works?utm_source=hashnode&utm_medium=feed)

We've all seen the promise of Retrieval-Augmented Generation (RAG): upload a document and start asking questions. It seems like magic. But if you've ever moved past the "Hello World" tutorials and tried building one for a truly complex document—like ...

Oct 13, 2025 · 8 min read · talk-to-your-document.hashnode.dev  
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-   [#rag](https://hashnode.com/tag/rag)
-   [#generative-ai](https://hashnode.com/tag/generative-ai)
-   [#qa](https://hashnode.com/tag/qa)
-   [#chatbot](https://hashnode.com/tag/chatbot)
-   [#gemini](https://hashnode.com/tag/gemini)

## Written by

[Karthik](https://hashnode.com/@being-karthi)

@being-karthi

  
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