Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must interact effectively to achieve a shared target. This involves careful structure of the interaction framework, coupled with robust methods for reasoning. Challenges arise in fields such as fault-toler