Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to attain a shared target. This demands careful design of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in domains such as robustne