---
title: "Discussion on \"Retrieval-Augmented Generation (RAG): How It Works, Why It Helps, and Where It Falls Short\" | Hashnode"
description: "Discussion on \"Retrieval-Augmented Generation (RAG): How It Works, Why It Helps, and Where It Falls Short\". Understanding about rag"
url: "https://hashnode.com/posts/retrieval-augmented-generation-rag-how-it-works-why-it-helps-and-where-it-falls-short/6a5ce6c64783af06122530e7"
---

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# [Retrieval-Augmented Generation (RAG): How It Works, Why It Helps, and Where It Falls Short](https://javascript-series.hashnode.dev/retrieval-augmented-generation-rag-how-it-works-why-it-helps-and-where-it-falls-short?utm_source=hashnode&utm_medium=feed)

Understanding about rag

Jul 19 · 8 min read · javascript-series.hashnode.dev  
Read the article

-   [#chaicode](https://hashnode.com/tag/chaicode)
-   [#gen-ai](https://hashnode.com/tag/gen-ai)
-   [#llm](https://hashnode.com/tag/llm)
-   [#rag](https://hashnode.com/tag/rag)
-   [#chaiaurcode](https://hashnode.com/tag/chaiaurcode)

## Written by

[Shailja Yadav](https://hashnode.com/@shailja12)

@shailja12

  
[View profile](https://hashnode.com/@shailja12)

Learning by writing and coding.

I’m a full stack developer documenting what I learn through writing and code.

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