Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each agent within the system must collaborate effectively to accomplish a shared goal. This involves careful architecture of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in domains such as