00:01:36 你的勤奋,是在“拼宽度”还是在“拼深度”?00:06:00 AI 变聪明的秘密:不止是“喂饱”,更要“喂好”00:11:19 AI的“学霸修炼手册”:如何跳出成长平台期?00:16:15 给AI一个“提示”,解锁更高阶的智慧00:20:23 你怎么用“临时工”大脑,摆平全世界?00:05:30 喂AI,也是一门技术活今天介绍的六篇论文:[LG] The Serial Scaling Hypothesis [UC Berkeley] https://arxiv.org/abs/2507.125 ---[LG] Supervised Fine Tuning on Curated Data is Reinforcement Learning (and can be improved) C Qin, J T Springenberg https://arxiv.org/abs/2507.12856 ---[LG] Scaling Up RL: Unlocking Diverse Reasoning in LLMs via Prolonged Training M Liu, S Diao, J Hu, X Lu... [NVIDIA] https://arxiv.org/abs/2507.12507 ---[CL] QuestA: Expanding Reasoning Capacity in LLMs via Question Augmentation J Li, H Lu, K Wen, Z Yang... [Ant Research & Shanghai Qi Zhi Institute & Stanford University & Tsinghua University] https://arxiv.org/abs/2507.13266 ---[CL] Modeling Open-World Cognition as On-Demand Synthesis of Probabilistic Models L Wong, K M. Collins, L Ying, C E. Zhang... [Stanford University & MIT] https://arxiv.org/abs/2507.12547 ---[CL] A Survey of Context Engineering for Large Language Models https://arxiv.org/abs/2507.13334
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