Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to accomplish a shared target. This demands careful structure of the interaction mechanism, coupled with robust methods for planning. Challenges arise in fields such as fault