Category essay · QLM category creation

In the AI Era, Learning Must Become Evidence

Learning systems need to show reasoning, transfer, and capability, not only content consumption.

Category essay

The evidence gap

AI makes it easier to produce finished work, which means institutions need better evidence of how that work was produced.

The new learning record

Evidence should include decisions, explanations, misconceptions, revisions, AI-use transparency, and skill transfer.

QLM's north star

QLM turns learning into evidence through adaptive assessment infrastructure for the AI era.

Published by Quantum Learning Machines · 2026-06-02

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Category hubAdaptive Assessment InfrastructureQLM defines adaptive assessment infrastructure for the AI era: simulation-based evidence of reasoning, process, mastery, and intervention needs.Category hubLiving Skills ProfileQLM living skills profiles turn assessments, simulations, tutoring, and workforce tasks into portable evidence of demonstrated capability.Category hubAssessment Conversion StudioQLM Assessment Conversion Studio helps educators redesign traditional assignments into simulation-based, process-based performance assessments.

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