Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each agent within the system must communicate effectively to achieve a shared goal. This demands careful design of the interaction mechanism, coupled with robust algorithms for reasoning. Challenges arise in areas such as fault-tolera