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

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[LG] SkillOS: Learning Skill Curation for Self-Evolving Agents

[University of Illinois Urbana-Champaign & Google Cloud AI Research]

https://arxiv.org/abs/2605.06614

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[LG] Understanding diffusion models requires rethinking (again) generalization

[PSL Research University & Sorbonne University]

https://arxiv.org/abs/2605.06077

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[AI] AI Co-Mathematician: Accelerating Mathematicians with Agentic AI

[Google DeepMind]

https://arxiv.org/abs/2605.06651

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[CL] The Frequency Confound in Language-Model Surprisal and Metaphor Novelty

[Bielefeld University]

https://arxiv.org/abs/2605.06506