Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each actor within the system must communicate effectively to attain a shared objective. This requires careful design of the interaction framework, coupled with robust methods for decision-making. Challenges arise in areas such