今天，AI自己当起了研究员，给自己装上了一颗会进化的“记忆之心”；另一边，科学家们从单细胞的智慧中得到启发，尝试组建一个“人造大脑”；而为了驯服那些动辄“发疯”的巨型模型，我们甚至从物理学中找到了“守恒”的紧箍咒；当这些能力需要被整合，一套AI记忆的“乐高工厂”应运而生；最后，这一切究竟会像巨浪还是涨潮一样，改变我们的工作？让我们一起探索这些最新论文背后的深刻启发。

00:00:36 你的手机相册，离成为“真·记忆”还有多远？

00:07:06 单细胞的智慧，如何组建一个大脑？

00:12:19 成大事者，都懂“守恒”的智慧

00:18:25 AI的记忆难题，有了一套“乐高积木”？

00:23:46 AI取代工作，是巨浪，还是涨潮？

本期介绍的几篇论文：

[AI] Omni-SimpleMem: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory  

[UNC-Chapel Hill & University of Pennsylvania]  

https://arxiv.org/abs/2604.01007 

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[AI] BraiNCA: brain-inspired neural cellular automata and applications to morphogenesis and motor control  

[Allen Discovery Center at Tufts University]  

https://arxiv.org/abs/2604.01932 

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[LG] Rethinking Language Model Scaling under Transferable Hypersphere Optimization  

[Microsoft]  

https://arxiv.org/abs/2603.28743 

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[CL] MemFactory: Unified Inference & Training Framework for Agent Memory  

[MemTensor]  

https://arxiv.org/abs/2603.29493 

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[AI] Crashing Waves vs. Rising Tides: Preliminary Findings on AI Automation from Thousands of Worker Evaluations of Labor Market Tasks  

[MIT FutureTech]  

https://arxiv.org/abs/2604.01363