Champion/challenger

A version-control discipline where one frozen champion trades live while candidate challengers — each differing by exactly one variable — are tested against it on out-of-sample data. A challenger only goes live by beating a pre-registered threshold, which keeps improvement from becoming overfitting.

First used in Lesson 3.6 · The improvement engine — the lesson that makes this term real.