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