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