Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to attain a shared goal. This involves careful design of the interaction mechanism, coupled with robust techniques for decision-making. Challenges arise in fields such as faul