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