00:00:27 AI的“一忘皆空”：一种全新的遗忘术

00:04:23 高手思维：如何像AI一样“想得又快又好”？

00:08:33 高手“停顿”的秘密：如何把机器人的犹豫变成智慧

00:12:15 给机器人一个“梦境模拟器”，世界会怎样？

00:16:10 从“听话”到“懂你”：人工智能的下一次进化

本期介绍的几篇论文：

[LG] Reliable Unlearning Harmful Information in LLMs with Metamorphosis Representation Projection  

[Peking University & Tsinghua University]  

https://arxiv.org/abs/2508.1  

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[LG] Deep Think with Confidence  

[Meta AI & UCSD]  

https://arxiv.org/abs/2508.15260  

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[RO] Exploiting Policy Idling for Dexterous Manipulation  

[Google DeepMind]  

https://arxiv.org/abs/2508.15669  

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[RO] Neural Robot Dynamics  

[NVIDIA]  

https://arxiv.org/abs/2508.15755  

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[LG] Open-Universe Assistance Games  

[MIT CSAIL]  

https://arxiv.org/abs/2508.15119