00:00:38 AI进化论：从“打工人”到“CEO” 

00:03:57 驯服AI的秘密：一句话，放在哪儿说效果大不同 

00:07:58 你看到的，就是真相吗？——AI给我们的一个新警告 

00:12:40 数据稀缺的时代，如何拼出一张完整的世界地图？ 

00:17:23 AI正在偷偷学心理学，但好像学偏了 

本期介绍的五篇论文：

[LG] MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines  

[University of Wisconsin - Madison]  

https://arxiv.org/abs/2507.22606 

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[CL] Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning  

[University of Maryland]  

https://arxiv.org/abs/2507.22887 

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[LG] Representation biases: will we achieve complete understanding by analyzing representations?  

[Google DeepMind]  

https://arxiv.org/abs/2507.22216 

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[LG] AlphaEarth Foundations: An embedding field model for accurate and efficient global mapping from sparse label data  

[Google DeepMind]  

https://arxiv.org/abs/2507.22291 

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[LG] The Incomplete Bridge: How AI Research (Mis)Engages with Psychology  

[Johns Hopkins University & Rice University & Microsoft Research Asia]  

https://arxiv.org/abs/2507.22847