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这篇综述将这个新领域定义为“智能体强化学习”（Agentic RL），一个将LLM从“被动生成器”转变为“自主决策者”的全新范式。本文将继昨天的《LLM为什么能替你操作电脑？4个关键技术让AI拥有"操作系统级"能力｜Agent和工作流的区别就在这》为您深度剖析这份奠基性的综述，揭示 Agentic RL 是如何系统性地构建规划、工具使用、记忆和反思等核心智能的。