AI Fluency Gym (4D)

Prompt Library

Copy/paste templates designed to increase Discernment and Diligence — especially for polished artifacts.

Reviewer Pass (Artifact QA)

Now act as a reviewer. List (1) hidden assumptions, (2) missing context questions you should have asked me, (3) 3 ways this could be wrong, (4) a quick verification checklist, and (5) what you’re uncertain about.

Set Terms of Collaboration

Before answering: push back if my assumptions are wrong, ask clarifying questions, and flag what you are uncertain about. Then give me the answer with a short verification plan.

Edge Case / Failure Mode Probe

Give me 5 edge cases or failure modes for this output, and how to test/verify each one.

Options + Tradeoffs

Give me 3 options, each with pros/cons, risks, and your recommendation with rationale.

Clarify Goal + Constraints

Ask me 5 questions to clarify goal, audience, constraints, success criteria, and preferred format before producing the output.