你有没有想过，AI的“内心独白”我们能听懂吗？当AI像“包工头”一样开始互相派活，我们又该如何自处？本期节目，我们将一口气深入5篇最新论文，看看AI如何从“死记硬背”进化到“举一反三”，并揭示出决定它成长速度的秘密，竟然藏在语言自身的那张“地图”里。我们会发现，无论是AI的内心状态、协作模式还是成长法则，背后都隐藏着一些我们曾经忽略的简单规则。00:00:34 AI的“内心独白”，我们能听懂吗？00:06:44 AI打工人的时代，我们如何当好“包工头”？00:15:22 高手之路，AI如何从“死记硬背”到“举一反三”00:21:58 AI作画走不通？可能只是导航用错了地图00:00 AI的成长秘籍，藏在语言自身里的那张地图本期介绍的几篇论文：[CL] When Models Examine Themselves: Vocabulary-Activation Correspondence in Self-Referential Processinghttps://arxiv.org/abs/2602.11358---[AI] Intelligent AI Delegation[Google DeepMind]https://arxiv.org/abs/2602.11865---[LG] SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning[UNC-Chapel Hill]https://arxiv.org/abs/2602.08234---[LG] Learning on the Manifold: Unlocking Standard Diffusion Transformers with Representation Encoders[Johns Hopkins University]https://arxiv.org/abs/2602.10099---[LG] Deriving Neural Scaling Laws from the statistics of natural language[SISSA & Stanford University]https://arxiv.org/abs/2602.07488

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

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