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