Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to attain a shared objective. This involves careful design of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in domains such as r