Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to accomplish a shared target. This requires careful architecture of the interaction platform, coupled with robust techniques for decision-making. Challenges arise in d