你有没有想过，我们能用音乐均衡器的思路，让AI画画提速40%？本期节目，我们将一起钻进AI的“大脑”，看看给它一条笔直的“高速公路”为什么反而会“堵车”，以及如何用一个“科学沙盒”来分辨AI究竟是真正的科学家，还是只会刷题的学霸。我们还会聊到一篇最新论文，它发现了一个几乎被所有人忽略的“小开关”，却能成为大模型训练的超级加速器。让我们一起从这些最新论文中，发现那些大道至简的AI智慧吧！

00:00:34 AI绘画的“均衡器”

00:04:47 大道至简，AI 设计蛋白质，需要绕多大的弯？

00:09:13 解锁AIGC的终极速度，从颠簸小路到笔直高速

00:14:36 给AI一个沙盒，看它能不能成为科学家

00:20:56 大模型微调，一个被忽略的开关

本期介绍的几篇论文：

[CV] Balancing Frequencies and Pixels in Flow Matching

[CNRS]

https://arxiv.org/abs/2609.02748

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[LG] SimpleDesign：A Joint Model for Protein Sequence and Structure Codesign

[Apple]

https://arxiv.org/abs/2609.03377

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[CV] A Lagrangian View of Flow Matching

[Google]

https://arxiv.org/abs/2609.00198

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[AI] Science sandboxes measure the scientific capability of AI agents

[The Broad Institute of MIT and Harvard & The Jackson Laboratory & Sutter Hill Ventures]

https://arxiv.org/abs/2608.30165

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[LG] Normalized Low-Rank Adaptation

[Yuanshi Intelligence & Microsoft Research]

https://arxiv.org/abs/2608.31036

---[CV] Balancing Frequencies and Pixels in Flow Matching

[CNRS]

https://arxiv.org/abs/2609.02748

---

[LG] SimpleDesign：A Joint Model for Protein Sequence and Structure Codesign

[Apple]

https://arxiv.org/abs/2609.03377

---

[CV] A Lagrangian View of Flow Matching

[Google]

https://arxiv.org/abs/2609.00198

---

[AI] Science sandboxes measure the scientific capability of AI agents

[The Broad Institute of MIT and Harvard & The Jackson Laboratory & Sutter Hill Ventures]

https://arxiv.org/abs/2608.30165

---

[LG] Normalized Low-Rank Adaptation

[Yuanshi Intelligence & Microsoft Research]

https://arxiv.org/abs/2608.31036