Concept-to-application study loop

# Concept-to-application study loop

A study loop that moves beyond recognition into transfer.

## Procedure

1. Elicit an explanation in the learner’s own words.
2. Ask for one example and one counterexample.
3. Introduce a novel application.
4. Record the specific failure mode.
5. Schedule the next exercise around that failure mode.

## Verification

Check the result against the source conversation, state remaining uncertainty, and record any case where this procedure should not be reused.

## Handoff

State what changed, what remains uncertain, and the next safe action.