Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each actor within the system must collaborate effectively to attain a shared goal. This demands careful structure of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in domains such as fault