What Is Agentic RAG? AI Agents Enhance LLM RAG Pipelines

AI Impact Summary

Agentic RAG represents a significant evolution beyond traditional LLM RAG by introducing AI agents to orchestrate the retrieval process. This approach addresses the limitations of single-shot retrieval by enabling iterative context refinement, tool utilization (like web searches and calculators), and validation loops. By incorporating agents, Agentic RAG creates a more robust and adaptable system capable of handling complex queries and uncertainties, ultimately leading to more reliable and accurate responses.