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AI Tools for Everyday Work / Module 12

Module 12

Generate and improve an output

Unit ID: AIT-M12-U02 Estimated active time: 15-20 minutes

The main idea

The first output is not the final output.

It is a draft produced from an imperfect brief. Treating it as a result is how the whole review habit collapses at the last step.

Why this matters

Keeping both versions is what lets you see whether the improvement was real. Without the first, the second is just what you have.

Safe example

A draft is improved after asking for assumptions and missing context.

Two follow-ups, and the assumptions turn out to include one you would not have made.

Better working habit

Save the first output and the improvement step.

Both, in the capstone package. They are the evidence that a review happened.

What to watch for

Do not erase the review trail.

Overwriting the first version removes the only proof that you did anything other than accept what you were given.

Mini practice

Create or simulate one first output and one improved version.

Note what changed and which follow-up caused it.

Check yourself

Before moving on, answer:

  • What changed between the two versions?
  • Which follow-up produced the biggest improvement?
  • Have I kept both, or only the one I like?