Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each entity within the system must collaborate effectively to accomplish a shared goal. This requires careful structure of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in fields such