Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to attain a shared AI agents target. This involves careful structure of the interaction platform, coupled with robust methods for planning. Challenges arise in fields such as