Successfully implementing 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 demands careful design of the interaction framework, coupled with robust algorithms for planning. Challenges arise in areas such as faul