Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each actor within the system must collaborate effectively to achieve a shared target. This demands careful design of the interaction mechanism, coupled with robust methods for decision-making. Challenges arise in areas such as faul