你有没有想过，聪明的AI也像一个需要不断成长的学生？本期我们要聊的几篇最新论文，就揭示了AI正在经历一场深刻的“思维修炼”。我们会看到，AI不仅在学习如何诊断自己为什么会“胡说八道”，还在学习如何像项目经理一样规划工作，甚至学会了反思和定义一个“更好的问题”。这不仅是让AI变得更强大，更是让它变得更“智慧”的关键一步。
00:00:31 AI为什么会“一本正经地胡说八道”？一份统一的诊断书
00:06:05 AI“填词游戏”里的速度与智慧
00:11:58 你的AI团队里，谁才是真正的关键先生？
00:17:33 如何提出一个“好问题”？这回轮到AI教我们了
00:23:24 从“考高分”到“造地图”，AI决策的一次思维升级
本期介绍的几篇论文：
[CL] A Unified Definition of Hallucination, Or: It's the World Model, Stupid
[CMU & Patronus AI & Stanford University]
https://arxiv.org/abs/2512.21577
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[LG] dUltra: Ultra-Fast Diffusion Language Models via Reinforcement Learning
[University of Washington & UC Berkeley]
https://arxiv.org/abs/2512.21446
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[LG] An Information Theoretic Perspective on Agentic System Design
[Stanford University]
https://arxiv.org/abs/2512.21720
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[AI] Accelerating Scientific Discovery with Autonomous Goal-evolving Agents
[Cornell University & The Ohio State University & Yale University]
https://arxiv.org/abs/2512.21782
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[LG] Generative Actor Critic
[Tsinghua University & UCLA & Beijing Institute of General Artificial Intelligence]
https://arxiv.org/abs/2512.21527
