Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to attain a shared target. This requires careful design of the interaction framework, coupled with robust methods for planning. Challenges arise in domains such as resilience,