Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must interact effectively to attain a shared objective. This demands careful structure of the interaction mechanism, coupled with robust methods for reasoning. Challenges arise in areas such as resilience,