Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each actor within the system must collaborate effectively to achieve a shared goal. here This requires careful design of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in domains such as