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