Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to attain a shared objective. This requires careful design of the interaction platform, coupled with robust methods for decision-making. Challenges arise in fields such