---
title: "Comment by Julio Marcelino Oliveira on \"Don’t do RAG: CAG is all you need for knowledge tasks\" | Hashnode"
description: "Excelent"
url: "https://hashnode.com/posts/dont-do-rag-cag-is-all-you-need-for-knowledge-tasks/69444e7ea7365764b63b5a00/comment/6944ee84306dfe19b618987a"
---

[Discussion](https://hashnode.com/posts/dont-do-rag-cag-is-all-you-need-for-knowledge-tasks/69444e7ea7365764b63b5a00)

Comment [Don’t do RAG: CAG is all you need for knowledge tasks](https://hashnode.com/posts/dont-do-rag-cag-is-all-you-need-for-knowledge-tasks/69444e7ea7365764b63b5a00)

[Julio Marcelino Oliveira](https://hashnode.com/@julius-ai)

[Dec 19, 2025](https://hashnode.com/posts/dont-do-rag-cag-is-all-you-need-for-knowledge-tasks/69444e7ea7365764b63b5a00/comment/6944ee84306dfe19b618987a)

Excelent