Should Trading Strategies Be Evaluated on Their Ability to Handle Uncertainty?

Historical testing can measure performance under observed conditions, but live markets may produce combinations of events that were not represented in the sample. How do you evaluate a strategy's robustness beyond its average historical return? What would make you confident that it can handle unfamiliar conditions without assuming it will work everywhere?