Goal
Give visual generation workflows controls for iteration rather than relying only on repeated text prompts.
Step-by-step
- Choose the edit scope.
- retain originals.
- compare variants.
- disclose generated transformations.
Worked scenario
Adjust one image region without replacing the approved subject.
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
A selected variation or mask affects only the intended asset.
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.