Agentic RAG

When AI Agents use Retrieval Augmented Generation techniques, it's called Agentic RAG
2024, October 28. What is Agentic RAG?. IBM Technology. Retrieval Augmented Generation
LLM Response
Perplexity AI explains Agentic RAG Agentic RAG (Retrieval-Augmented Generation) enhances traditional RAG systems by integrating AI agents capable of reasoning, planning, and executing tasks autonomously. These agents retrieve, validate, and synthesize information from diverse sources, enabling more accurate and context-aware responses.

Capabilities of Agentic RAG

  • Dynamic Query Handling: Breaks down complex queries into manageable steps and adapts retrieval strategies in real-time[1][5].
  • Enhanced Retrieval: Uses advanced algorithms for precision and integrates multimodal data like text and images[1][2].
  • Tool Integration: Agents can use APIs, databases, or analytical tools to enrich responses[2][5].
  • Applications:
    • Real-time Q&A
    • Customer support automation
    • Data management
    • Healthcare, legal, and financial research[2][5].

Technologies for Implementation

Relevant Teams

  • Customer Support: For automating FAQs and resolving queries.
  • R&D Teams: To accelerate innovation with advanced data retrieval.
  • IT Departments: For technical support optimization.
  • Healthcare & Legal Teams: For managing complex databases efficiently[4][5].
Sources [1] A Complete Guide to Agentic RAG | Moveworks https://www.moveworks.com/us/en/resources/blog/what-is-agentic-rag [2] What is Agentic RAG? | IBM https://www.ibm.com/think/topics/agentic-rag [3] Arctic Agentic RAG Ep. 1: Enhancing Query Clarity for Faster AI ... https://www.snowflake.com/en/engineering-blog/arctic-agentic-rag-query-clarification/ [4] Agentic RAG: How It Works, Use Cases, Comparison With RAG https://www.datacamp.com/blog/agentic-rag [5] What is Agentic RAG? How to make AI work smarter, not harder https://www.matillion.com/learn/blog/agentic-rag [6] Agentic RAG - What is it and how does it work? - GetStream.io https://getstream.io/glossary/agentic-rag/ [7] Build a multi-agent RAG system with Granite locally - IBM Developer https://developer.ibm.com/tutorials/awb-build-agentic-rag-system-granite/ [8] RANT: Are we really going with "Agentic RAG" now??? - Reddit https://www.reddit.com/r/Rag/comments/1gqv7ei/rant_are_we_really_going_with_agentic_rag_now/ [9] Agentic RAG: What it is, its types, applications and implementation https://www.leewayhertz.com/agentic-rag/