Use AI as a Reviewer, Not an Owner

Bring AI a problem statement, your reasoning, and a concrete artifact. Ask it to challenge the work, then verify every consequential claim.

Learn

The question

Which part of the reasoning remains mine?

Do this

  • Make your first prediction or design before asking for an answer.
  • Ask for counterexamples, missing cases, and competing explanations.
  • Verify generated code, citations, and operational claims with tests or primary sources.

Example

  • Weak prompt: “Build checkout.” Better review request: “Here are the invariants, failure cases, and state transitions. Find a sequence that violates them; do not rewrite the implementation.”

Ask next

  • ?Can I explain the answer without the tool?
  • ?What test could falsify it?
  • ?Which decision would I be unable to defend if the tool disappeared?

Continue in the specialist domain