Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to achieve a shared goal. This demands careful structure of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in domains such as robust