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

---

[LG] dUltra: Ultra-Fast Diffusion Language Models via Reinforcement Learning

[University of Washington & UC Berkeley]

https://arxiv.org/abs/2512.21446

---

[LG] An Information Theoretic Perspective on Agentic System Design

[Stanford University]

https://arxiv.org/abs/2512.21720

---

[AI] Accelerating Scientific Discovery with Autonomous Goal-evolving Agents

[Cornell University & The Ohio State University & Yale University]

https://arxiv.org/abs/2512.21782

---

[LG] Generative Actor Critic

[Tsinghua University & UCLA & Beijing Institute of General Artificial Intelligence]

https://arxiv.org/abs/2512.21527