Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must communicate effectively to achieve a shared goal. This demands careful design of the interaction framework, coupled with robust methods for decision-making. Challenges arise in areas such as robustnes