Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must interact effectively to attain a shared target. This involves careful structure of the interaction framework, coupled with robust methods for planning. Challenges arise in fields such as fault-to