Robust and adaptive AI agents possess the capability to function reliably in diverse and dynamic environments. The design of these agents necessitates a multi-faceted approach that encompasses aspects such as fault tolerance, flexibility, and resiliency. To ensure robustness, agents should be equipped with mechanisms to counteract unexpected event