Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to attain a shared goal. This involves careful structure of the here interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in domains such as robus