Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to achieve a shared target. This involves careful design of the interaction framework, coupled with robust algorithms for decision-making. Challenges arise in domains such as faul