Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to accomplish a shared objective. This requires careful architecture of the interaction platform, coupled with robust methods for decision-making. Challenges arise in fie