Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each actor within the system must collaborate effectively to attain a shared objective. This involves careful structure of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in areas such