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

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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