Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to attain a shared objective. This involves careful design of the interaction mechanism, coupled with robust methods for decision-making. Challenges arise in fields such as f