Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must interact effectively to attain a shared objective. This involves careful design of the interaction mechanism, coupled with robust algorithms for reasoning. Challenges arise in domains such as robustness