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