Building Agentic RAG with LlamaIndex: From Tool Agents to a Top Agent

This article walks through the design and implementation of an Agentic Retrieval‑Augmented Generation system using LlamaIndex, showing how to wrap multiple RAG engines as tools, orchestrate them with hierarchical AI agents, and scale the solution with tool retrieval for large document collections.

AI AgentLlamaIndexPython

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Building Agentic RAG with LlamaIndex: From Tool Agents to a Top Agent