Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to accomplish a shared objective. This demands careful architecture of the interaction platform, coupled with robust algorithms for decision-making. Challenges arise in domain