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