Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to achieve a shared objective. This involves careful architecture of the interaction here mechanism, coupled with robust techniques for decision-making. Challenges arise in fields