Research brief
The central risk
AI tutoring can make a learner move quickly through tasks while removing the reasoning work that creates durable understanding.
What to measure
Schools should measure answer avoidance, hint dependence, explanation quality, misconception repair, and transfer after support.
QLM's stance
QLM treats tutor quality as an evidence question: did the learner reason more independently over time?