Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must collaborate effectively to achieve a shared goal. This involves careful design of the interaction platform, coupled with robust techniques for planning. Challenges arise in domains such as fault-tolera