Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to attain a shared objective. This demands careful design of the interaction mechanism, coupled with robust methods for planning. Challenges arise in domains such as r