Before you start
A failed or disappointing output and the prompt or specification that produced it.
Why this lesson exists
The martial-arts and build-in-public posts treat difficult attempts as feedback. This exercise keeps that idea concrete and avoids turning a technical failure into a judgment about yourself.
Do the exercise
Name the intended result
Write what you expected to happen and the evidence that it did not. Keep observation separate from your explanation of the cause.
Classify the gap
Ask whether the problem lies in the brief, input, tool capability, implementation or evaluation. More than one cause may be possible; list uncertainty.
Learn one missing fundamental
Pick the smallest concept that could explain the failure: contrast, state, coordinates, data types or source quality. Ask for a tiny exercise focused on it.
Repeat a smaller test
Change one thing and rerun. Keep the failed version and the result. Decide what evidence would justify moving back to the larger project.
A prompt to adapt
Replace the bracketed parts with your own practice details.
Help me review this failed attempt without generic encouragement. Intended result: [goal]. Observed result: [evidence]. Original instructions: [prompt]. Separate facts from hypotheses, identify one missing fundamental, and propose a small next experiment with a pass/fail check.
What this looks like
A game with inconsistent movement may need a delta-time lesson before new artwork. A weak poster may need a hierarchy exercise before another image model.
Check your result
Use evidence from your output. A confident explanation from the AI is not enough.
- The review describes an observable gap.
- The next test changes one thing.
- You can explain what you learned even if the new attempt fails.
If it isn’t working
If the review becomes a long roadmap, reduce it to one uncertainty. Keep the practice project low stakes so experimentation stays reversible.
Optional. Progress stays in this browser.
Where this came from
Adapted from the archived LinkedIn theme “Three Missing Teeth and the Difference Between a Loss and a Curriculum.” See the post coverage and editorial method.
Prepared September 2026. Tools and interfaces change; use current official setup instructions. Session lengths are estimates.