---
title: "Discussion on \"Naive RAG Is Dead: The 4-Layer Architecture That Boosts Accuracy by 40%\" | Hashnode"
description: "Discussion on \"Naive RAG Is Dead: The 4-Layer Architecture That Boosts Accuracy by 40%\". Naive RAG achieves only 0.54 faithfulness. Learn the 4-layer architecture production teams use to reach 0.91 accuracy with hybrid retrieval, re-ranking, and val"
url: "https://hashnode.com/posts/naive-rag-is-dead-the-4-layer-architecture-that-boosts-accuracy-by-40-1-1/69ef52e56549f6a549cd545a"
---

[Feed](https://hashnode.com/feed) /

Discussion

# [Naive RAG Is Dead: The 4-Layer Architecture That Boosts Accuracy by 40%](https://aiwithmohit.hashnode.dev/naive-rag-is-dead-the-4-layer-architecture-that-boosts-accuracy-by-40-1-1?utm_source=hashnode&utm_medium=feed)

Naive RAG achieves only 0.54 faithfulness. Learn the 4-layer architecture production teams use to reach 0.91 accuracy with hybrid retrieval, re-ranking, and val

Apr 27 · 3 min read · aiwithmohit.hashnode.dev  
Read the article

-   [#rag](https://hashnode.com/tag/rag)
-   [#ai-architecture](https://hashnode.com/tag/ai-architecture)
-   [#llm](https://hashnode.com/tag/llm)
-   [#retrieval](https://hashnode.com/tag/retrieval)

## Written by

[Mohit Verma](https://hashnode.com/@mohitvverma)

@mohitvverma · Delhi, India

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

AI/ML Engineer | Building production RAG, agents, and LLM systems

AI/ML Engineer building production RAG pipelines, multi-agent systems, and LLM-powered products. Writing about what actually works in production.

## Responses

Markdown supported · ⌘↵ to post

No responses yet.