From RAG to Agentic AI: Building a Multi-Agent Multimodal RAG System with Text, Diagrams, and Images

Traditional RAG systems retrieve information. Modern AI systems decide how to respond. That shift—from retrieval to reasoning—is what defines the next generation of intelligent systems. In this article, we build a Multi-Agent Multimodal RAG system that not only retrieves knowledge but also decides whether to respond with text, generate a structured diagram, or produce a…