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