Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each entity within the system must interact effectively to attain a shared goal. This requires careful architecture of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in domains such as fault-