Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to achieve a shared objective. This demands careful structure of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in fields such