Standards library · QLM category creation

QLM Standards Library

Category leadership means publishing the standards people can inspect, cite, challenge, and improve.

Authority map

QLM should define the evidence standard for AI-era learning.

Schools, universities, and enterprises need public standards for what counts as trustworthy evidence when AI can generate final outputs.

QLM publishes standards, model cards, assessment cards, and report shells so the category can be evaluated in public.

Topic clusters

StandardEvidence sequencePrediction, action, observation, explanation, revision, transfer, and profile update.
Model cardsTransparent intended usePublicly describe purpose, evidence, limitations, and review needs.
Assessment cardsReusable validity questionsDefine the evidence signals and constraints for each assessment type.

Resource index

Explore the QLM authority graph.

StandardAdaptive Assessment Evidence StandardQLM's public evidence standard defines how predictions, actions, observations, explanations, revisions, and transfer become trusted learning evidence.ReportState of AI-Era AssessmentQLM's flagship report shell for tracking AI-era assessment integrity, process evidence, Socratic tutoring, and workforce readiness.Model cardSocratic Tutor Model CardA QLM model card describing the Socratic AI tutor's intended use, evidence captured, limitations, and review needs.Model cardAssessment Conversion Model CardA QLM model card for converting traditional assignments into process-based, simulation-based, and AI-transparent assessments.Model cardMisconception Classifier CardA QLM model card describing misconception classification, evidence signals, limitations, and teacher review needs.Model cardTeacherOS Intervention CardA QLM model card for TeacherOS intervention intelligence, teacher review, and classroom evidence workflows.Model cardLiving Profile Evidence CardA QLM evidence card for living skills profiles, portability, recency, confidence, and reviewable skill claims.Assessment cardSimulation Assessment CardA QLM assessment card for simulation-based assessment design, evidence signals, validity questions, and review needs.Assessment cardAI Fluency Assessment CardA QLM assessment card for measuring AI fluency through performance, verification, risk awareness, and transfer.Assessment cardOral Defense Assessment CardA QLM assessment card for oral defense workflows that reveal reasoning, ownership, and AI-use transparency.

Related QLM paths

Keep building the category map.

Resource centerQLM Research LibraryA research library for QLM briefs, category essays, methodology, evidence standards, and open questions.Resource centerQLM Resource CenterExplore QLM's authority graph for adaptive assessment, AI learning evidence, skills intelligence, governance, workforce readiness, and research.Category hubAdaptive Assessment InfrastructureQLM defines adaptive assessment infrastructure for the AI era: simulation-based evidence of reasoning, process, mastery, and intervention needs.

Next step

Turn the category into a pilot.

Use this path when you want a pilot, research partnership, or product walkthrough.

Read the evidence standard →