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