Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must collaborate effectively to achieve a shared target. This requires careful architecture of the interaction mechanism, coupled with robust algorithms for reasoning. Challenges arise in domains such as