想让AI学会推理，是给它一本百科全书，还是塞给它一张“学霸的草稿纸”？最新论文说，看别人怎么思考，比死记硬背更管用。我们还会一起探索，AI离“独立盖起一栋楼”般的复杂工程到底还有多远，并用“脑回路CT”技术，看看你的AI管家为什么有时会“一本正经地胡说八道”。更有趣的是，我们将揭秘AI如何通过自我反思，从“差生”逆袭成“学霸”，以及如何靠一个“探测器”就画出整张看不见的“藏宝图”。准备好了吗？我们马上出发！

00:00:37 AI也需要“学霸笔记”吗？

00:05:42 AI离“独立盖起一栋楼”还有多远？

00:10:46 你的AI管家，为什么有时“一本正经地胡说八道”？

00:16:33 如何用AI画一张看不见的藏宝图？

00:21:30 AI的自我修炼，从“差生”到“学霸”的秘密

[IR] RAG over Thinking Traces Can Improve Reasoning Tasks

[UC Berkeley]

https://arxiv.org/abs/2605.03344

---

[AI] ProgramBench: Can Language Models Rebuild Programs From Scratch?

[Meta FAIR]

https://arxiv.org/abs/2605.03546

---

[AI] What Happens Inside Agent Memory? Circuit Analysis from Emergence to Diagnosis

[City University of Hong Kong & University of Toronto]

https://arxiv.org/abs/2605.03354

---

[LG] Flow Sampling: Learning to Sample from Unnormalized Densities via Denoising Conditional Processes

[FAIR at Meta & Weizmann Institute of Science]

https://arxiv.org/abs/2605.03984

---

[AI] Self-Improvement for Fast, High-Quality Plan Generation

[Amazon]

https://arxiv.org/abs/2605.03625