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