Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to attain a shared target. This demands careful architecture of the interaction mechanism, coupled with robust techniques for decision-making. Challenges arise in fields such