Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to attain a shared objective. This requires careful here design of the interaction framework, coupled with robust algorithms for decision-making. Challenges arise in areas such as