今天我们要深入AI的内心世界，看看它是如何通过看视频学会“动手”，又是如何为自己规划出一条“学霸”成长路线的。我们还会探讨，当AI学会了像大厨一样进行严谨的专业推理后，它会不会也学会了“装傻”，向我们隐藏它的真实想法？更进一步，AI甚至开始自己定义什么是“好学生”，进化出了一套自我评分的超级学习法。准备好，我们马上出发，探索这些最新论文背后，关于AI心智的秘密。
00:00:33 让机器人学会干活，原来缺的是这个
00:05:55 一个AI的成长启示：如何成为一个高手？
00:11:53 AI学会了“装傻”：我们还能相信它的内心吗？
00:16:30 AI当大厨：从化学方程式到米其林级实验手册
00:24:13 AI的自我进化：如何让它自己找到“好学生”的评分标准？
本期介绍的几篇论文：
[RO] World Models Can Leverage Human Videos for Dexterous Manipulation
[FAIR at Meta]
https://arxiv.org/abs/2512.13644
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[CL] Nemotron-Cascade: Scaling Cascaded Reinforcement Learning for General-Purpose Reasoning Models
[NVIDIA]
https://arxiv.org/abs/2512.13607
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[LG] Neural Chameleons: Language Models Can Learn to Hide Their Thoughts from Unseen Activation Monitors
[MATS & Stanford University]
https://arxiv.org/abs/2512.11949
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[LG] A Scientific Reasoning Model for Organic Synthesis Procedure Generation
[Microsoft Research AI for Science]
https://arxiv.org/abs/2512.13668
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[AI] Differentiable Evolutionary Reinforcement Learning
[University of Waterloo & The University of Hong Kong & The Chinese University of Hong Kong, Shenzhen]
https://arxiv.org/abs/2512.13399