Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each actor within the system must collaborate effectively to attain a shared target. This demands careful structure of the interaction platform, coupled with robust algorithms for decision-making. Challenges arise in fields such