Don't Fool Me Twice: Adapting to Adversity in the Wild with Experience-Driven Reasoning. - Navin Sriram Ravie; Andrew Jong; Krrish Jain; John Liu; Omar Alama; Bijo Sebastian; Sebastian A. Scherer (CoRR, 2026)