00:01:15 AI变“聪明”的代价：那根看不见的绳子00:05:47 给AI“长考”时间，它怎么反而变笨了？00:11:35 AI的“潜移默化”：看不见的信号，看得见的风险00:15:45 AI教育的秘诀：一句“再试试”的力量00:19:28 高手记忆的秘密：不是记得多，而是会“扔”本期介绍的几篇论文：[LG] The Invisible Leash: Why RLVR May Not Escape Its Origin [Stanford University & University of Tokyo] https://arxiv.org/abs/2507.14843 ---[LG] Inverse Scaling in Test-Time Compute [University of Edinburgh & EPFL & University of Texas at Austin] https://arxiv.org/abs/2507.14417 ---[LG] Subliminal Learning: Language models transmit behavioral traits via hidden signals in data [Anthropic Fellows Program & Truthful AI] https://arxiv.org/abs/2507.14805 ---[LG] A Simple "Try Again" Can Elicit Multi-Turn LLM Reasoning [Imperial College London & Northwestern University & University of Washington] https://arxiv.org/abs/2507.14295 ---[LG] LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language Models [Georgia Tech] https://arxiv.org/abs/2507.14204

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