Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to attain a shared objective. This demands careful architecture of the interaction platform, coupled with robust methods for planning. Challenges arise in fields such as fa