Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must collaborate effectively to achieve a shared objective. This requires careful design of the interaction framework, coupled with robust methods for planning. Challenges arise in fields such as robu