你有没有想过，我们能不能唤醒AI沉睡的“内在记忆”，而不是给它外挂一个搜索引擎？如何让健忘的AI真正“吃一堑，长一智”，把经验变成可复用的技能？本期节目，我们将从最新的几篇论文出发，探讨AI如何从一个“答题工具”进化成一个能自我迭代、甚至与我们并肩探索的“成长型伙伴”。00:00:26 给AI配个“助理”？这可能是个馊主意00:06:10 让AI开窍，如何把“经验”变成“能力”？00:11:18 AI画家是天才，还是复印机？00:17:25 AI的新玩法，从“解题”到“陪跑”00:23:43 你以为的“神来之笔”，可能只是个“生僻字”？本期介绍的几篇论文：[LG] Retrieval from Within: An Intrinsic Capability of Attention-Based Models [NVIDIA] https://arxiv.org/abs/2605.05806 ---[LG] SkillOS: Learning Skill Curation for Self-Evolving Agents [University of Illinois Urbana-Champaign & Google Cloud AI Research] https://arxiv.org/abs/2605.06614 ---[LG] Understanding diffusion models requires rethinking (again) generalization [PSL Research University & Sorbonne University] https://arxiv.org/abs/2605.06077 ---[AI] AI Co-Mathematician: Accelerating Mathematicians with Agentic AI [Google DeepMind] https://arxiv.org/abs/2605.06651 ---[CL] The Frequency Confound in Language-Model Surprisal and Metaphor Novelty [Bielefeld University] https://arxiv.org/abs/2605.06506

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

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