今天，我们要从一个笨拙的机器人聊起，看科学家如何赋予它有趣的灵魂，再深入探讨如何让聪明的AI学会“守规矩”，而不是总给我们添乱。接着，我们会发现，让AI修图不再“P了个寂寞”的秘诀，竟然是让它学会像设计师一样思考；而让AI“看懂”世界的终极答案，可能和教它“说话”一样简单。最后，我们将把视角拉到未来，看看当无数AI组成一个“数字社会”时，我们该如何治理它，而不是空等一个AI大神的降临。00:00:36 笨拙的机器人，如何拥有有趣的灵魂？00:05:28 AI那么聪明，为什么还那么“笨”？00:12:26 你的AI修图，为什么总是“P了个寂寞”？00:17:39 AI视觉的“返璞归真”：从做拼图到学说话00:22:39 AI大神不会降临，但AI社会正在形成本期介绍的几篇论文：[RO] Olaf: Bringing an Animated Character to Life in the Physical World [Disney Research Imagineering] https://arxiv.org/abs/2512.16705 ---[LG] CAPE: Capability Achievement via Policy Execution [Superficial Labs] https://arxiv.org/abs/2512.14761 ---[CV] Qwen-Image-Layered: Towards Inherent Editability via Layer Decomposition [HKUST(GZ) & Alibaba] https://arxiv.org/abs/2512.15603 ---[CV] Next-Embedding Prediction Makes Strong Vision Learners [University of Michigan & Princeton University] https://arxiv.org/abs/2512.16922 ---[AI] Distributional AGI Safety [Google DeepMind] https://arxiv.org/abs/2512.16856

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

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