Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must interact 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 as resil