今天我们来聊聊AI的“进化”新思路：当AI不再迷信单一架构，而是学会了“混搭”；当给它一把更强的锤子，它反而盖不好房子时，我们该怎么办？我们还会看到，一个“笨笨的”师徒制，如何让AI推荐更懂你；同时也要警惕，那个对你百依百-顺的AI，可能正在悄悄扼杀你的创造力。最后，我们将揭秘如何给AI装上一个“程序员的脑子”，让它学会三思而后行。

00:00:32 AI大模型内战，“万能插座”遇到了新对手

00:08:10 为什么给你一把好“锤子”，你反而盖不好房子？

00:15:07 如何让AI更懂你？秘密可能藏在“笨办法”里

00:20:29 AI越听话，你就越平庸？

00:26:15 给AI装上一个「程序员的脑子」

本期介绍的几篇论文：

[LG] Olmo Hybrid: From Theory to Practice and Back  

[Allen Institute for AI]  

https://arxiv.org/abs/2604.03444 

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[CL] The Tool Illusion: Rethinking Tool Use in Web Agents  

[Microsoft Research & The Pennsylvania State University]  

https://arxiv.org/abs/2604.03465 

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[IR] Retrieval Augmented Conversational Recommendation with Reinforcement Learning  

[University of Illinois Urbana-Champaign & Google DeepMind]  

https://arxiv.org/abs/2604.04457 

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[CL] Lighting Up or Dimting Down? Exploring Dark Patterns of LLMs in Co-Creativity  

[Meta & Amazon]  

https://arxiv.org/abs/2604.04735 

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[CL] Self-Execution Simulation Improves Coding Models  

[FAIR team, Meta]  

https://arxiv.org/abs/2604.03253