你有没有想过，AI在考试中拿高分，靠的究竟是真聪明还是“题海战术”？面对海量信息，AI如何练就像人类一样“速读”和“精读”的本领？为了变得更安全，AI甚至学会了“左右互搏”的自我攻防演练。最新论文还告诉我们，AI不仅能把你的声音“调制”成一杯思想的鸡尾酒，甚至在组队时，也在纠结是找“自己人”还是“局外人”。这期节目，我们就来聊聊AI世界里这些有趣又深刻的进化法则。

00:00:34 AI大模型的高分秘诀，竟然是“题海战术”？

00:06:58 AI的“失忆症”，终于有解药了？

00:12:55 想造最强的盾，得先造最强的矛

00:18:53 你的声音，AI要怎么“翻译”成思想？

00:24:03 AI组队，应该找“自己人”还是“局外人”？

本期介绍的几篇论文：

[CL] Post-training is (Massive) Supervised Learning

[Meta AI & The Hebrew University of Jerusalem]

https://arxiv.org/abs/2606.07527

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[CL] End-to-End Context Compression at Scale

[New York University & University of Maryland & Princeton University]

https://arxiv.org/abs/2606.09659

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[CL] Learning to Attack and Defend: Adaptive Red Teaming of Language Models via GRPO

[Microsoft AI Red Team]

https://arxiv.org/abs/2606.09701

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[CL] Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs

[Microsoft Research & Microsoft Research Asia & The Chinese University of Hong Kong]

https://arxiv.org/abs/2606.09366

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[CL] Representational Similarity and Model Behavior in Multi-Agent Interaction

[UC Berkeley & The University of Chicago]

https://arxiv.org/abs/2606.07818