Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems 事件

Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems arXiv:2606.01351v1 Announce Type: new Abstract: The transition from single-turn models to Multi-Agent Systems (MAS) promises enhanced problem-solving capabilities, yet the centralized orchestration topology remains a critical point of fragility. To analyze this, we propose a Mean-Field Entropy Dynamics framework, modeling the orchestration process as a system governed by the competing forces of task resolut