Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each entity within the system must communicate effectively to attain a shared target. This involves careful architecture of the interaction platform, coupled with robust methods for reasoning. Challenges arise in areas such as robu