00:00:29 AI提速秘籍：不开刀，如何给模型换“心脏”？00:04:54 AI的“天花板”：它能无限变聪明吗？00:08:39 AI的“错题本”：不靠“补课”，如何变聪明？00:12:32 AI健忘症？我们找到了便宜的“后悔药”00:17:28 机器人学会“抬杠”，世界会更好吗？本期介绍的几篇论文：[CL] Jet-Nemotron: Efficient Language Model with Post Neural Architecture Search [NVIDIA] https://arxiv.org/abs/2508.15884 ---[CL] A Probabilistic Inference Scaling Theory for LLM Self-Correction [Peking University & Alibaba Group] https://arxiv.org/abs/2508.16456 ---[LG] AgentFly: Fine-tuning LLM Agents without Fine-tuning LLMs [UCL & Huawei Noah’s Ark Lab & Jilin University] https://arxiv.org/abs/2508.16153 ---[LG] RL Is Neither a Panacea Nor a Mirage: Understanding Supervised vs. Reinforcement Learning Fine-Tuning for LLMs [PolyTechnique Montreal & Mila] https://arxiv.org/abs/2508.16546 ---[LG] Do What? Teaching Vision-Language-Action Models to Reject the Impossible [UC Berkeley] https://arxiv.org/abs/2508.16292

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

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