Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to accomplish a shared target. This demands careful architecture of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in areas suc