Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each agent within the system must communicate effectively to attain a shared goal. This requires careful structure of the interaction framework, coupled with robust methods for decision-making. Challenges arise in domains such as r