Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to achieve a shared target. This demands careful design of the interaction mechanism, coupled with robust algorithms for reasoning. Challenges arise in fields such as resilie