Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each entity within the system must interact effectively Multi AI Agents to accomplish a shared objective. This demands careful structure of the interaction mechanism, coupled with robust methods for planning. Challenges arise in fiel