Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each actor within the system must communicate effectively to attain a shared objective. This requires careful structure of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in domains such as