Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to achieve a shared target. This demands careful design of the interaction platform, coupled with robust methods for decision-making. Challenges arise in fields such as resil