Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must communicate effectively to achieve a shared target. This demands careful structure of the interaction mechanism, coupled with robust methods for decision-making. Challenges arise in domains such