Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to attain a shared objective. This demands careful architecture of the interaction framework, coupled with robust algorithms for decision-making. Challenges arise in domains s