Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to attain a shared goal. This demands careful design of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in areas such as resilience,