Tencent Cloud Developer

Dec 23, 2025 · Artificial Intelligence

How ReAct (Reasoning + Acting) Empowers LLM Agents to Solve Real‑World Tasks

This article explains the ReAct paradigm—combining reasoning, action, and observation—to turn large language models into controllable agents, detailing its core concepts, architecture, workflow, code implementation, application scenarios, advantages over other methods, and future research directions.