Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each actor within the system must communicate effectively to achieve a shared target. This involves careful structure of the interaction framework, coupled with robust algorithms for decision-making. Challenges arise in areas such as