Category essay
Look for the cause
Misconception-based tutoring asks why the learner made the error, not only what answer they produced.
Use evidence carefully
The signal may come from explanation, repeated pattern, selected strategy, or response to a hint. It should be reviewed in context.
Connect to intervention
QLM routes misconception evidence toward tutor hints and TeacherOS intervention planning.