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APPLIED GUIDE

How to design AI-resilient assessments

An AI-resilient assessment does not try to make AI impossible. It makes the learner’s judgment observable through staged work, context-specific decisions, source evidence, reflection, oral explanation, or revision after feedback.

Responsible authorVidAcademia Editorial Team
ReviewVidAcademia curriculum and safety review
MethodPrimary-source synthesis, applied scenario, verification checklist, and human review.

Recommended process

An AI-resilient assessment does not try to make AI impossible. It makes the learner’s judgment observable through staged work, context-specific decisions, source evidence, reflection, oral explanation, or revision after feedback.

  • Define the capability the learner must demonstrate.
  • Use local context or a meaningful audience.
  • Collect proposal, evidence, draft, and revision checkpoints.

Review checklist

Use this checklist before accepting the output or turning it into an action.

  • State permitted assistance and disclosure rules.
  • Grade reasoning, evidence, decisions, and response to feedback.

CONCRETE EXAMPLE

Observable result

Students submit a source map, solve a local case, explain one decision orally, and revise after critique; AI use is disclosed in a short process note.

  1. Define the capability the learner must demonstrate.
  2. Use local context or a meaningful audience.
  3. Collect proposal, evidence, draft, and revision checkpoints.
The work remains traceable, reviewable, and tied to a human decision.

PRIMARY SOURCES

Check the basis for this guide.

Frequently asked questions

Does this require oral exams for everything?

No. Combine a few proportionate signals such as checkpoints, source notes, applied artifacts, reflection, or brief discussion.

Does responsible use mean banning AI?

No. It means matching use to a learning objective, setting data and disclosure rules, and preserving evidence of student thinking.

AI-resilient assessment design for universities

Redesign one assessment so the student’s reasoning and process remain visible when AI is available.

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