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Prompting and AI Workflow Design

Decide: Keep, Edit, Verify, Ask Again, or Reject

Unit ID: PAW-M08-U04 Estimated active time: 20-25 minutes

Review must end in a decision

A review that ends in an impression is not finished. There are five possible endings, and naming which one you chose is what makes the workflow real.

Choose by what is wrong

DECISION RULE

What is wrong                          Decision
------------------------------------   -------------
nothing material                       keep
tone, length, a few words              edit
facts you can check quickly            verify
shape or emphasis is wrong throughout  ask again
it invented material facts             ask again, with the source bounded
you cannot tell whether it is right    reject
the task needs judgement you own       reject

The last two rows are the ones people avoid, and they are the ones that matter most.

Reject is a legitimate outcome

Rejecting is not failure. It is the correct decision when you cannot verify the output, when the task carries accountability you hold, or when checking would take longer than doing it.

Teams that never reject anything are not reviewing; they are approving.

Ask again beats heavy editing

If you are editing more than about a third of an output, you are doing the work twice — once reading it, once rewriting it.

That is an ask-again, and usually a prompt problem. Note what you had to change; that is the missing constraint.

Record the decision

One line: which decision, who made it, what was checked.

For anything above the middle of the review-level table in unit 08.00, this record is what makes the step auditable.

Mini practice

Take five recent outputs and assign each one of the five decisions.

Count how many were "edit".

If most were, look at what you edited — the pattern is your next prompt improvement.