---
title: "Discussion on \"Vectorless-Rag(Page Index)\" | Hashnode"
description: "Discussion on \"Vectorless-Rag(Page Index)\". 📌 What is Vectorless RAG?\nVectorless RAG is an alternative approach to traditional Retrieval-Augmented Generation (RAG) where: ❌ No vector embeddings are used ❌ No vector database is required ✅ Retri"
url: "https://hashnode.com/posts/vectorless-rag-page-index/69d3cea440c9cabf444043b3"
---

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# [Vectorless-Rag(Page Index)](https://techkid.hashnode.dev/vectorless-rag-page-index?utm_source=hashnode&utm_medium=feed)

📌 What is Vectorless RAG? Vectorless RAG is an alternative approach to traditional Retrieval-Augmented Generation (RAG) where: ❌ No vector embeddings are used ❌ No vector database is required ✅ Retri

Apr 6 · 5 min read · techkid.hashnode.dev  
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-   [#generative-ai](https://hashnode.com/tag/generative-ai)
-   [#rag](https://hashnode.com/tag/rag)
-   [#vectorless-rag](https://hashnode.com/tag/vectorless-rag)
-   [#chaicode](https://hashnode.com/tag/chaicode)
-   [#openai](https://hashnode.com/tag/openai)
-   [#attention-is-all-you-need](https://hashnode.com/tag/attention-is-all-you-need)
-   [#pageindex](https://hashnode.com/tag/pageindex)

## Written by

[Vimal Negi](https://hashnode.com/@vimalnegi03)

@vimalnegi03 · India

  
[View profile](https://hashnode.com/@vimalnegi03)

FULL STACK and GEN AI DEVELOPER

Hey there! I'm Vimal Negi, a passionate and self-driven Full-Stack Developer and Final-Year Engineering Student. I love building interactive web applications and solving real-world problems using technologies like React, Node.js, Express, MongoDB, and Tailwind CSS.

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