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