Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must interact effectively to achieve a shared target. This demands careful structure of the interaction framework, coupled with robust algorithms for decision-making. Challenges arise in domains such as res