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