Fairness is not demonstrated by being able to state a fair principle. It is demonstrated by applying that principle consistently when the facts, emotions, ambiguity, and stakes become uncomfortable. A man asking an AI for help should not have to know how to defeat its biases before he can receive ordinary human compassion.
