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, flexibility, and robustness. To ensure robustness, agents should be constructed with mechanisms to mitigate unexpected events. M