Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to attain a shared goal. This demands careful design of the interaction framework, coupled with robust algorithms for planning. Challenges arise in areas such as robustness,