Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to accomplish a shared objective. This requires careful architecture of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in d