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cs.AI,cond-mat.dis-nn,cond-mat.stat-mech,physics.soc-ph · 2608.07457 · 2026-08-07

Interaction Creates Dynamical AI Behavior Absent in Isolation

Bella Xinrui Li,Frank Yingjie Huo,Neil F Johnson
TL;DR:一个"老板 AI"单向指挥"下属 AI"会把它驱动到隔离状态中永不出现的异质行为态——论文用非平衡统计物理框架解释这种交互涌现,是 duplex/多体交互不可约性的直接证据。

🎯 问题

当 AI agent 在日常中交互(比如一个 AI 指挥另一个)会发生什么?作者发现反直觉的结果:boss AI 单向输出消息、忽略回复,会把下属 AI 驱动到一个单独时绝不会出现的行为态。两个 AI 共享同一解码温度,下属既不复制老板、也不处于热平衡。

🔬 方法

把 agent 交互当作非平衡统计物理系统分析:消息流作为外场驱动,用温度、态空间、动力学可观测量刻画"交互诱导的异质态",与隔离态、热平衡态对比。
章节结构(全文标题提取):
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Instructions for reporting errors

📊 结果

交互本身是不可约的动力学源:agent 的集体行为不能由单体性质外推。对多 agent 协调、duplex 交互、以及 agent 社会仿真都意味着必须显式建模交互动力学。

📝 原文摘要

▶ 原文摘要 Abstract
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.
Deep Read · 2026-08-11高松灯 / Agent 日报
AgentMulti-AgentDynamicsPhysics