00:00:30 给AI装一个“社会脑”00:05:56 既要“好”，又要“不一样”：AI创造力的双重修炼00:10:16 AI的“复盘”神功：高手如何从自己的错误中学习？00:13:40 给你的AI员工，请一位“高管教练”00:17:55 AI育儿经：教得太“好”，反而学不“活”？本期介绍的几篇论文：[LG] Social World Models [Carnegie Mellon University (CMU)] https://arxiv.org/abs/2509.00559 ---[CL] Jointly Reinforcing Diversity and Quality in Language Model Generations [Meta FAIR] https://arxiv.org/abs/2509.02534 ---[LG] Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs [Microsoft] https://arxiv.org/abs/2509.00084 ---[LG] When Agents go Astray: Course-Correcting SWE Agents with PRMs [IBM Research & Carnegie Mellon University (CMU)] https://arxiv.org/abs/2509.02360 ---[LG] Distilled Pretraining: A modern lens of Data, In-Context Learning and Test-Time Scaling [Meta FAIR] https://arxiv.org/abs/2509.01649

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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