Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must interact effectively to attain a shared goal. This requires careful structure of the interaction framework, coupled with robust methods for decision-making. Challenges arise in fields such as rob