Expert feedback for the workflow already in motion.

Schedule the correction before it decays

The same concept was corrected once, then did not reappear in the next two planned study blocks.

Name the failure mode, not just the answer

The correction note says what the answer should be but not why the original reasoning failed.

Collapse the context-switch loop

You alternated between five tabs while trying to resolve one narrow question.

Replace confidence with a small test

The note marks the topic as understood without a fresh question, explanation, or transfer attempt.