Robust and adaptive AI agents are the capability to function reliably in diverse and dynamic environments. The design of these agents necessitates a multi-faceted approach that integrates aspects such as fault tolerance, learnability, and robustness. To ensure robustness, agents should be designed with mechanisms to counteract unexpected occurrenc