Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each actor within the system must communicate effectively to accomplish a shared goal. This requires careful design of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in areas such as ro