00:00:23 AI的自我进化：当左手成了右手的老师00:04:02 教AI“左右互搏”：成为高手的秘密00:07:59 AI界的“四两拨千斤”00:11:40 AI当学徒：一个“解题大师”是如何炼成的？00:16:30 AI的“后悔药”：让机器学会“重新理解”本期介绍的几篇论文：[LG] Language Self-Play For Data-Free Training [Meta Superintelligence Labs] https://arxiv.org/abs/2509.07414 ---[CL] Parallel-R1: Towards Parallel Thinking via Reinforcement Learning [Tencent AI Lab Seattle] https://arxiv.org/abs/2509.07980 ---[LG] K2-Think: A Parameter-Efficient Reasoning System [Mohamed bin Zayed University of Artificial Intelligence] https://arxiv.org/abs/2509.07604 ---[LG] Autonomous Code Evolution Meets NP-Completeness [NVIDIA Research] https://arxiv.org/abs/2509.07367 ---[CL] Causal Attention with Lookahead Keys [ByteDance Seed] https://arxiv.org/abs/2509.07301

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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