Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to attain a shared target. This requires careful structure of the interaction mechanism, coupled with robust methods for planning. Challenges arise in domains such as resil