00:01:32 想让AI变聪明？关键不是喂饱它，而是教它如何“犯错” 00:07:12 你的“电量焦虑”，AI来想办法了？00:11:21 给AI装上一个“选择性失忆”的大脑00:15:41 AI“现学现卖”的秘密，可能被揭开了 00:21:06 AI也需要“自知之明”：我们如何教会机器谦虚？本期介绍的几篇论文：[LG] From Reasoning to Super-Intelligence: A Search-Theoretic Perspective S Shalev-Shwartz, A Shashua https://arxiv.org/abs/2507.15865 ---[LG] Expert-Guided LLM Reasoning for Battery Discovery: From AI-Driven Hypothesis to Synthesis and Characterization S Liu, H Xu, Y Ai, H Li... Université de Montréal & University of Oxford https://arxiv.org/abs/2507.16110 ---[CL] Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning H Luo, N Morgan, T Li, D Zhao... MIT CSAIL https://arxiv.org/abs/2507.16784 ---[CL] Learning without training: The implicit dynamics of in-context learning B Dherin, M Munn, H Mazzawi, M Wunder... Google Research https://arxiv.org/abs/2507.16003 ---[LG] Beyond Binary Rewards: Training LMs to Reason About Their Uncertainty M Damani, I Puri, S Slocum, I Shenfeld... MIT https://arxiv.org/abs/2507.16806

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

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