Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each agent within the system must collaborate effectively to achieve a shared target. This requires careful design of the interaction platform, coupled with robust methods for reasoning. Challenges arise in domains such as robustness