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
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[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
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[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
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[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
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[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