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