Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to attain a shared goal. This involves careful structure of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in domains such as resi