Research brief
The problem is structural
AI did not only create a cheating problem. It exposed that many assignments were already over-dependent on final artifacts.
The reform direction
Assessment should capture process, reasoning, transfer, responsible AI use, and performance in authentic constraints.
QLM's contribution
QLM provides conversion workflows, simulations, and evidence profiles that help institutions redesign assessment rather than only police it.