Prompt Repair Lab

Improve a weak prompt and compare the results.

1 · Scenario Hook

The first AI answer is too long, too vague, and written for the wrong audience. A common reaction is to type: try again. But that usually wastes time because AI still does not know what to fix.

Premium Visual Aid · decision

Prompt Repair Path

Do not retry blindly. Diagnose the miss and repair the instruction.

Learning Artifact

What is wrong with the output?

Is the audience clear?

Is the format clear?

Is the length clear?

Are the source limits clear?

Give a targeted revision request.

Repair beats retry.

2 · Short Lesson

Practice improving weak AI output by diagnosing what went wrong and giving targeted revision instructions.

Prompt repair is the habit of naming what went wrong and telling AI exactly how to revise. Instead of repeating vague instructions, describe the problem: too long, too casual, missing the audience, unsupported claims, wrong format, or too much detail. Then ask for a targeted revision.

3 · Memory Hook

Prompt repair is like coaching a draft. If someone gives you a weak draft, saying do better is not as useful as saying shorten it, focus on the customer impact, remove unsupported promises, and use bullet points.

4 · Weak repair

“Try again.”

It does not tell AI what was wrong or how to improve the next version.

5 · Better repair

“Revise for an executive audience, keep it under 120 words, use only the facts above, remove speculation, and end with two next steps.”

It names the audience, length, source limit, risk boundary, and output structure.

Field Guide Preview

Rule 16: Repair the prompt, not just the answer.

Name what went wrong, add the missing constraint, and ask for a targeted revision. Avoid vague loops like try again or make it better.

6 · Mini Lab

Practice the work habit

The first AI answer is too long, too vague, and misses the audience. What is the best next prompt?