Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must communicate effectively to accomplish a shared target. This involves careful structure of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in fields such a