[人人能懂] 从经验复盘、内在自省到仿生记忆

你有没有想过，AI怎样才能不止是聪明，更是拥有智慧呢？本期节目，我们将一起探索几篇最新论文带来的奇妙思路：从让AI拥有复盘反思的“推理银行”，到引导它“自我觉察”揪出内部的后门，再到借鉴AI绘画的模式，让它学会“深思熟虑”而非“脱口而出”。我们还会发现，有时候最前沿的突破，恰恰需要用点“笨”办法，甚至要向我们大脑的“海马体”偷师。准备好，让我们一起看看AI是如何学习“如何思考”的吧！00:00:36 让AI学会“吃一堑，长一智”00:07:22 让AI自己“照镜子”，揪出心里的“鬼”00:12:35 让AI学会“深思熟虑”，而不仅仅是“脱口而出”00:17:27 为什么聪明的AI，需要用点“笨”办法？00:21:48 给AI装一个“海马体”，会发生什么？本期介绍的几篇论文：[LG] ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory[Google Cloud AI Research]https://arxiv.org/abs/2509.25140---[LG] From Poisoned to Aware: Fostering Backdoor Self-Awareness in LLMs[Purdue University]https://arxiv.org/abs/2510.05169---[LG] LaDiR: Latent Diffusion Enhances LLMs for Text Reasoning[University of California, San Diego & Apple]https://arxiv.org/abs/2510.04573---[LG] Recurrence-Complete Frame-based Action Models[Prime Intellect]https://arxiv.org/abs/2510.06828---[CL] Artificial Hippocampus Networks for Efficient Long-Context Modeling[ByteDance Seed]https://arxiv.org/abs/2510.07318

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