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