Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must communicate effectively to accomplish a shared target. This involves careful design of the interaction framework, coupled with robust methods for planning. Challenges arise in domains such as resil