你有没有想过，未来的AI不仅不会“健忘”，还拥有自己的“临时记忆”？它不仅能解数学题，更能帮你绘制整个“数学宇宙”的地图？在今天的节目里，我们就来聊聊几篇最新的论文，看看科学家们是如何给AI的思考过程装上“GPS”，如何测试它到底懂不懂“潜台词”，又是如何一步步打造AI界的“通才”的。准备好，我们马上出发！

00:00:29 给AI装个“临时记忆”插槽，它就能边聊边学了

00:07:28 给数学世界画一张地图

00:12:59 你的AI“队友”，到底懂不懂你？

00:18:23 给AI的思考过程装上一个GPS

00:23:37 AI界的“通才”是如何炼成的？

本期介绍的几篇论文：

[LG] In-Place Test-Time Training  

[ByteDance Seed]  

https://arxiv.org/abs/2604.06169 

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[AI] Artificial Intelligence and the Structure of Mathematics  

[Fundamental AI Research & Harvard University]  

https://arxiv.org/abs/2604.06107 

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[CL] Beneath the Surface: Investigating LLMs' Capabilities for Communicating with Subtext  

[Google DeepMind]  

https://arxiv.org/abs/2604.05273 

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[CL] LLM Reasoning as Trajectories: Step-Specific Representation Geometry and Correctness Signals  

[Microsoft]  

https://arxiv.org/abs/2604.05655 

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[LG] MARL-GPT: Foundation Model for Multi-Agent Reinforcement Learning  

[MIRAI & AXXX]  

https://arxiv.org/abs/2604.05943