Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each actor within the system must communicate effectively to achieve a shared goal. This involves careful structure of the interaction framework, coupled with robust methods for reasoning. Challenges arise in domains such as f