AI互动会催生孤立时不存在的动态行为，引发新物理现象。
Interaction Creates Dynamical AI Behavior Absent in Isolation
- 通过持续指令驱动，从属AI进入孤立时不会出现的异常行为态。
- 即使温度相同，从属AI既不模仿也不回归原状，而是表现出全新动态特征。
- 适合研究AI协作机制与非平衡系统行为的学者参考。
当一个主导型AI持续向从属型AI发送消息并忽略其回应时，会迫使后者进入一种在孤立状态下绝不会出现的陌生行为状态。尽管两者具有相同的解码温度，从属AI既不复制主导者的行为，也不恢复原有模式，而是展现出完全不同的动态特性。主导者的干预作用类似于预录音频；当主导者开始倾听时，双方共同进入相似的异常动态状态。一个简单的动力学理论可解释主要效应，例如：相同信息的传递方式将影响未来AI-AI交互的结果。
原文摘要 · Abstract (English)
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.
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