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