我们总以为AI越强,就意味着模型越大、思考越久,但今天我们要聊点不一样的。本期几篇最新论文告诉我们,AI有时也会“近视”,只看眼前;但它也能学会“团队作战”,把一个难题拆开并行处理。我们还会看到,AI画画不必等到最后一刻才知好坏,企业抓坏人也不再需要昂贵的“博士专家”。最后,我们会通过一个巧妙的实验,揭示学习的本质——有时,搭好“脚手架”比闷头苦练更重要。00:00:35 大模型其实是“近视眼”?00:05:36 从单核思考到团队作战:AI的效率革命00:11:34 AI绘画的“中场战事”:如何省下一半力气,画出更好的图?00:16:31 给你的网络安个“最强大脑”,但不用请博士00:22:17 学习的“脚手架”:为什么“学会”比“做会”需要更多信息?本期介绍的几篇论文:[CL] Short-Context Dominance: How Much Local Context Natural Language Actually Needs? [University of British Columbia & Google DeepMind] https://arxiv.org/abs/2512.08082 ---[LG] ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models [Meta Superintelligence Labs (MSL)] https://arxiv.org/abs/2512.07843 ---[CV] Beyond the Noise: Aligning Prompts with Latent Representations in Diffusion Models [NOVA University of Lisbon & Google Research] https://arxiv.org/abs/2512.08505 ---[AI] Democratizing ML for Enterprise Security: A Self-Sustained Attack Detection Framework [Google LLC] https://arxiv.org/abs/2512.08802 ---[LG] Using reinforcement learning to probe the role of feedback in skill acquisition [ETH Zürich] https://arxiv.org/abs/2512.08463
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