Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to accomplish a shared target. This demands careful architecture of the interaction platform, coupled with robust techniques for decision-making. Challenges arise in areas su