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 

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[LG] Understanding and Improving Length Generalization in Recurrent Models  

[CMU & Cartesia AI]  

https://arxiv.org/abs/2507.02782 

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[CL] A Systematic Analysis of Hybrid Linear Attention  

[UC Santa Cruz & University of Groningen]  

https://arxiv.org/abs/2507.06457 

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[CL] CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization  

[ByteDance Seed & Nanjing University]  

https://arxiv.org/abs/2507.06181 

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[CL] MIRIX: Multi-Agent Memory System for LLM-Based Agents  

[MIRIX AI]  

https://arxiv.org/abs/2507.07957