Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each agent within the system must collaborate effectively to achieve a shared goal. This requires careful structure of the interaction platform, coupled with robust methods for planning. Challenges arise in domains such as fault-t