Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to accomplish a shared target. This requires careful design of the interaction framework, coupled with robust methods for reasoning. Challenges arise in fields such as resilience