Unlock: The Loop That Improves the Model

A model generates attempts, a checker keeps what passes, and training turns the survivors into the next model. This page separates the loops that share that name, derives when filtering raises the correctness of kept data, defines improvement skill so it can be measured, works out when recursive gains would accelerate, and gives a lifetime error budget for approving a stream of candidate changes.