Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each entity within the system must interact effectively to achieve a shared target. This demands careful architecture of the interaction mechanism, coupled with robust methods for planning. Challenges arise in fields such as resili