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Morten A. Giraffe
AI Media Field Guide

13 / Generate, verify, publish

Edit one change at a time

Precise edits improve when the requested transformation is bounded and everything else is preserved.

Visual-production diagram for Edit one change at a time.

Failure mode

The prompt asks for “cinematic,” “premium,” or “make it better” without defining the output job, source/reference constraints, physical details, composition, motion, or verification. The result may look impressive while being unusable, inaccurate, off-brand, or misleading.

Applied correction

Start simple. Add details only when they control a visible decision. When editing, make the requested transformation bounded and keep a preservation lock.

Field test

Can the change be described with an action verb and one clear target?

Verification