00:01:33 AI育儿经：聪明的大脑，是“喂”出来的还是“练”出来的？

00:07:02  换个方向看世界：当AI学会“倒着想”

00:10:52 AI变强有公式？别太天真了

00:14:53 抓住那个“不对劲”：比记住更多更重要的，是懂得如何“修正记忆”  

本期介绍的四篇论文：

[CL] NaturalThoughts: Selecting and Distilling Reasoning Traces for General Reasoning Tasks

[FAIR at Meta]

https://arxiv.org/abs/2507.01921

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[CL] LEDOM: An Open and Fundamental Reverse Language Model

[Peking University & University of California, Santa & BarbaraNational University of Singapore]

https://arxiv.org/abs/2507.01335

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[CL] Scaling Laws Are Unreliable for Downstream Tasks: A Reality Check

[New York University]

https://arxiv.org/abs/2507.00885

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[LG] xLSTMAD: A Powerful xLSTM-based Method for Anomaly Detection

[AGH University of Krakow]

https://arxiv.org/abs/2506.22837