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在理论层面，它首次形式化定义了Agentic RL，清晰地将其与传统的 PBRFT 范式从决策过程、动作空间到奖励机制上进行了区分。在结构上，论文构建了一个全面的双重分类法：一方面从模型核心能力（如规划、工具使用、记忆等）的视角，剖析Agentic ...

Key points Startups and SMEs are often behind some of the most transformative climate-tech innovations, but frequently lack ...