Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to accomplish a shared goal. This demands careful structure of the interaction platform, coupled with robust algorithms for planning. Challenges arise in domains such as fault-tol