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