Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each actor within the system must interact effectively to accomplish a shared objective. This demands careful design of the interaction framework, coupled with robust algorithms for planning. Challenges arise in fields such as rob