Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must interact effectively to achieve a shared goal. This involves careful design of the interaction platform, coupled with robust techniques for planning. Challenges arise in fields such as resilience, where