00:01:47 AI的“断舍离”：如何让机器像人一样阅读？00:06:27 AI健忘症：为什么你的聊天机器人越聊越糊涂？00:10:21 AI大模型的“记忆”难题：鱼和熊掌如何兼得？00:15:28 想把事做对？你得先学会“挑错”00:18:54 你的AI管家，终于告别“金鱼记忆”了今天介绍的5篇论文：[LG] Dynamic Chunking for End-to-End Hierarchical Sequence Modeling [CMU & Cartesia AI] https://arxiv.org/abs/2507.07955 ---[LG] Understanding and Improving Length Generalization in Recurrent Models [CMU & Cartesia AI] https://arxiv.org/abs/2507.02782 ---[CL] A Systematic Analysis of Hybrid Linear Attention [UC Santa Cruz & University of Groningen] https://arxiv.org/abs/2507.06457 ---[CL] CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization [ByteDance Seed & Nanjing University] https://arxiv.org/abs/2507.06181 ---[CL] MIRIX: Multi-Agent Memory System for LLM-Based Agents [MIRIX AI] https://arxiv.org/abs/2507.07957

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

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