想知道一个AI如何活成一支队伍，用团队智慧解决难题吗？本期节目中，几篇最新论文将带我们看到，AI如何从“一抹黑”的画布进化到用“草稿图”高效创作，以及三个“专才”模型如何聪明地协作，打败一个“全能”巨无霸。我们还将揭秘AI“速读”万字长文的压缩秘诀，并最终教你看穿它那令人真假难辨的“迷之自信”。准备好，一起探索AI思考方式的底层变革吧！

00:00:33 一个人，如何活成一支队伍

00:06:47 AI作画的新思路，从“一抹黑”到“草稿图”

00:11:43 为什么三个“笨”模型，能打败一个“聪明”模型？

00:18:34 AI读长文章的“速读”秘诀

00:24:13 AI的“迷之自信”，我们该如何看穿？

本期介绍的几篇论文：

[AI] PoTRE: Test-Time Reasoning inspired by Cognitive Heterogeneity

[Google Cloud]

https://arxiv.org/abs/2607.20268

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[CL] Multi-Mask Diffusion Language Models for Few-Step Generation

[ByteDance Seed]

https://arxiv.org/abs/2607.19686

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[LG] Auto-Fill: Learning to Predict Missing Values Accurately with Specialist Language Models

[Microsoft Research & New York University]

https://arxiv.org/abs/2607.19847

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[AI] Spectral-LSH: Sub-Quadratic Prompt Compression via Krylov-Projected Locality-Sensitive Hashing

[Islamic Azad University & Iran University of Science and Technology & Meta]

https://arxiv.org/abs/2607.19368

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[AI] Rethinking Uncertainty Evaluation in Large Language Models

[CMU & Meta]

https://arxiv.org/abs/2607.19367