Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to achieve a shared target. This demands careful design of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in fields such as fault-