Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to attain a shared objective. This demands careful structure of the interaction framework, coupled with robust methods for decision-making. Challenges arise in domains such as rob