Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to accomplish a shared objective. This involves careful architecture of the interaction mechanism, coupled with robust methods for planning. Challenges arise in domains su