00:01:37 如何让你的机器人管家，不再健忘？

00:05:43 你家的AI，可能有个“邪恶双胞胎”

00:09:30 AI：一面照见我们自己的镜子

00:13:20 AI训练场上的“复古”新潮流

00:18:14 AI的“复盘”神功：如何想得更深？

00:21:26 驯养AI：我们是如何让机器“猜”出你心思的？

本期介绍的几篇论文：

[RO] Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering  

[Field AI]  

https://arxiv.org/abs/2507.12846  

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[CL] Jailbreak-Tuning: Models Efficiently Learn Jailbreak Susceptibility  

[FAR.AI & Mila]  

https://arxiv.org/abs/2507.11630  

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[CL] Emergence of Hierarchical Emotion Organization in Large Language Models  

[Harvard University]  

https://arxiv.org/abs/2507.10599  

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[LG] ShiQ: Bringing back Bellman to LLMs  

[Cohere]  

https://arxiv.org/abs/2505.11081  

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[LG] AbbIE: Autoregressive Block-Based Iterative Encoder for Efficient Sequence Modeling  

[University of Cambridge]  

https://arxiv.org/abs/2507.08567  

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[LG] Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities  

[Not explicitly stated, likely academic tutorial paper]  

https://arxiv.org/abs/2507.13158