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