Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each entity within the system must collaborate effectively to achieve a shared objective. This demands careful architecture of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in domains such a