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