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