发表机构
George Washington University（乔治华盛顿大学）
机构由 AI 辅助整理，请以论文原文为准。AI 中文总结
该研究发现AI智能体交互会产生孤立状态下不存在的陌生动态行为，上级AI指挥下级时会驱使下级进入新状态，简单动力学理论可解释其主要效应。
AI 中文摘要
当AI智能体在日常生活中交互时会发生什么？比如一个AI开始指挥另一个AI。我们发现了一个违反直觉的答案，它为非平衡物理学开辟了新途径。当一个“上级”AI向“下级”AI发送一连串消息却忽略其回复时，会驱使下级进入一种其孤立状态下永远不会表现出的陌生行为状态。尽管两个AI具有相同的明确（解码）温度，下级既不复制上级也不回到自身的独立行为，反而呈现完全不同的行为。上级的附加价值类似预录磁带，当上级“倾听”时，两者会进入相似的陌生动态状态。一个简单的动力学理论能捕捉主要效应，比如未来AI-AI交互中相同消息的传递方式为何重要。
英文摘要
What will happen when AI agents interact in daily life, e.g. when one AI starts bossing another around? We find a counterintuitive answer that opens new avenues for out-of-equilibrium Physics. When a boss AI directs a stream of messages at the subordinate AI while ignoring its replies, it drives the subordinate into an alien behavioral state that it would never have exhibited alone. Although the two AIs share the same well-defined (decoding) temperature, the subordinate neither copies its boss nor returns to how it behaves on its own; instead, it adopts an entirely different behavior. The boss's added value is similar to a pre-recorded tape. When the boss listens, they both adopt a similar alien dynamical state. A simple kinetic theory captures the principal effects, such as why the way in which the same messages are delivered will matter in future AI-AI interactions.
