---
title: "Discussion on \"Vectorless RAG: Retrieval Without Embeddings\" | Hashnode"
description: "Discussion on \"Vectorless RAG: Retrieval Without Embeddings\". Why it performs better than conventional RAG systems"
url: "https://hashnode.com/posts/vectorless-rag-retrieval-without-embeddings/69bf03aa4a1e513e412c6283"
---

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# [Vectorless RAG: Retrieval Without Embeddings](https://blog.adeeshsharma.com/vectorless-rag-retrieval-without-embeddings?utm_source=hashnode&utm_medium=feed)

Why it performs better than conventional RAG systems

Mar 21 · 10 min read · blog.adeeshsharma.com  
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-   [#rag](https://hashnode.com/tag/rag)
-   [#vectorless-rag](https://hashnode.com/tag/vectorless-rag)
-   [#vectorless](https://hashnode.com/tag/vectorless)
-   [#pageindex](https://hashnode.com/tag/pageindex)
-   [#index-query](https://hashnode.com/tag/index-query)
-   [#smart-rag](https://hashnode.com/tag/smart-rag)
-   [#ai-rag](https://hashnode.com/tag/ai-rag)
-   [#retrieval-augmented-generation](https://hashnode.com/tag/retrieval-augmented-generation)

## Written by

[Adeesh Sharma](https://hashnode.com/@adeeshsharma)

@adeeshsharma · Hyderabad, India

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

Associate Architect in Software Development

Adeesh is an Associate Architect in Software Development and a post graduate from BITS PILANI, with a B.E. in Computer Science from Osmania University. Adeesh is passionate about web and software development and strive to contribute to technical product growth and decentralized communities. Adeesh is a strategic, diligent, and disciplined individual with a strong work ethic and focus on maintainable and scalable software.

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