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随着 Forge、verl、AgentGym-RL 等成熟框架的出现，以及 GLM-5.2、MiniMax M2.5 等产品的落地验证，Agentic RL 正从学术研究走向工业实践。 如果 ChatGPT 的横空出世让世界第一次意识到 AI 的“语言天赋”，那么近年来的 Agentic RL（智能体强化学习）正在让 AI 学会的第二件事 ...