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