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