Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each entity within the system must collaborate effectively to accomplish a shared target. This requires careful design of the interaction framework, coupled with robust methods for planning. Challenges arise in areas such as robustnes