Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each actor within the system must collaborate effectively to achieve a shared goal. This demands careful structure of the interaction framework, coupled with robust methods for planning. Challenges arise in domains such as resilience