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