Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must interact effectively to attain a shared goal. This involves careful architecture of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in areas such as resilience,