Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to attain a shared target. This demands careful architecture of the interaction mechanism, coupled with robust techniques for decision-making. Challenges arise in domains su