Successfully deploying multi-agent AI systems Multi AI Agents for complex challenges necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to attain a shared goal. This demands careful design of the interaction platform, coupled with robust methods for planning. Challenges arise in areas such