00:00:30 给AI请个“速记员”，效率提升30倍00:04:57 AI为啥爱“猜答案”？这事儿得从考试说起00:10:14 高手过招：为什么说“三次”探索胜过“两次”？00:15:23 AI训练场上的老司机，如何做到油门收放自如？00:19:24 不懂代码？没关系，AI帮你组建一个技术团队本期介绍的几篇论文：[CL] REFRAG: Rethinking RAG based Decoding [Meta Superintelligence Labs & National University of Singapore] https://arxiv.org/abs/2509.01092 ---[LG] Why Language Models Hallucinate [OpenAI] https://cdn.openai.com/pdf/d04913be-3f6f-4d2b-b283-ff432ef4aaa5/why-language-models-hallucinate.pdf ---[LG] When three experiments are better than two: Avoiding intractable correlated aleatoric uncertainty by leveraging a novel bias--variance tradeoff [Relation] https://arxiv.org/abs/2509.04363 ---[LG] AdaGrad Meets Muon: Adaptive Stepsizes for Orthogonal Updates [University of California, Los Angeles] https://arxiv.org/abs/2509.02981 ---[LG] AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML [DeepAuto.ai] https://arxiv.org/abs/2410.02958

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

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