Causally ordered feedback

A stable-segment assumption is essential. If a switch occurs during the elimination window, a fixed-rule consistency set is no longer the correct filter.

Correctness-only feedback also supplies information: its likelihood is determined by whether a candidate rule would make the chosen response correct. It can be less informative than full target feedback. The action policy and feedback timing must be part of that task.