Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each agent within the system must collaborate effectively to accomplish a shared target. This involves careful design of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in domains such as fau