Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to accomplish a shared objective. This demands careful design of the interaction framework, coupled with robust methods for decision-making. Challenges arise in fields suc