Reduce rework in AI-assisted design

Goal

Reduce AI design rework by supplying stable context and evaluating bounded changes.

Step-by-step

1. State the visual rules once.
2. provide real content.
3. request one meaningful revision.
4. compare against acceptance checks.

Worked scenario

Fix a layout's reading order before generating new imagery.

Write down the current behavior, the intended change, and the evidence you would need before deciding it worked. Use synthetic or anonymized material for exploration.

Acceptance check

Reduced iteration does not sacrifice correctness or needed exploration.

Common failure

A convincing artifact can hide untested assumptions. Keep an explicit list of unknowns and test the highest-consequence transition before expanding the work.

Next step

Apply the guide to one bounded task, review the evidence, and adjust the approach. The linked reference is a separate publication; this guide is Knoveya's independent treatment of the topic.