Pattern

Autoresearch (Ratchet Loop)

Propose a change, run an experiment, measure a metric, keep the change only if the metric improved; otherwise roll back. Repeat indefinitely.

Classification — Looping with monotonic state

Full entry

The complete treatment — problem, how it works, when to use it, sources, and examples — lives in the volume below.