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