Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to achieve a shared goal. This demands careful design of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in fields such as fau