Anti-Fragile Decision-Making at the Edge
Resilient systems return to baseline after stress. Anti-fragile systems get better. Every partition event, every component failure, every period of degraded operation carries information that can improve future performance. This article develops the mechanisms: online parameter tuning via multi-armed bandits, Bayesian model updates from operational stress, and the judgment horizon that separates decisions automation should make from those requiring human authority. The goal is systems that emerge from adversity stronger than they entered.