Agentic RAG vs Classic RAG: From a Pipeline to a Control Loop | Towards Data Science

Towards Data Science

by Mostafa Ibrahim

March 3, 2026

AI-Generated Deep Dive Summary

**Agentic RAG vs. Classic RAG: Understanding the Evolution in Retrieval-Augmented Generation** In the realm of AI, especially within Retrieval-Augmented Generation (RAG) models, two distinct approaches have emerged: Classic RAG and Agentic RAG. Each serves different purposes based on the complexity and nature of the

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Originally published on Towards Data Science on 3/3/2026