Tech Freedom Circle

Sep 25, 2025 · Artificial Intelligence

How RAGFlow’s Agent Engine Turns Retrieval into a Problem‑Solving AI

This article explains how RAGFlow upgrades a traditional RAG system from a passive question‑answer engine to an active problem‑solving agent by integrating the ReAct reasoning‑action‑observation loop, a visual canvas workflow, and a modular component‑tool ecosystem, with concrete Python implementations and code examples.