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