---
title: "Agentic RAG"
source: Panaversity Learn Agentic AI
source_url: https://github.com/panaversity/learn-agentic-ai
licence: Apache-2.0
domain: agentic-ai
subdomain: panaversity-agentic
date_added: 2026-04-25
---

# Agentic RAG

Implementing an Agentic Retrieval-Augmented Generation (RAG) system in CrewAI involves integrating AI agents with retrieval mechanisms to enhance information generation.

## Understanding RAG vs. Agentic RAG:

**Traditional RAG**: Combines retrieval mechanisms with generative models to produce responses based on both stored knowledge and external data. It operates passively, retrieving information upon request without dynamic decision-making.

**Agentic RAG**: Enhances traditional RAG by incorporating intelligent agents capable of autonomous decision-making. These agents actively determine when and how to retrieve information, select appropriate tools, and adapt to changing contexts, resulting in more contextually aware and intelligent interactions. 

## Building Agentic RAG

[Watch Build an Agentic RAG using Crew AI](https://www.youtube.com/watch?v=GtyiAd55XN0)

[Code Repo](https://github.com/AIAnytime/Agentic-RAG-using-Crew-AI)

[Build an agentic RAG step by step, powered by Crew AI and a local Llama 3.2](https://www.youtube.com/watch?v=O4yBW_GTRk0)


## Additional Material 

[Watch CrewAI RAG Deep Dive [Basic & Advanced Examples]](https://www.youtube.com/watch?v=7GhWXODugWM)

[CrewAI RAG Deep Dive Code Repo)(https://github.com/bhancockio/crewai-rag-deep-dive)

[Watch Agentic RAG Using CrewAI & LangChain!](https://www.youtube.com/watch?v=tioFxI_WTkk)

[Agentic RAG Using CrewAI & LangChain!](https://www.linkedin.com/pulse/agentic-rag-using-crewai-langchain-pavan-belagatti-ewwsc/)

[Building an Agentic Workflow with CrewAI and Groq](https://www.analyticsvidhya.com/blog/2024/06/agentic-workflow-with-crewai-and-groq/)
