Lesson 4 — Editing, Not Rolling Dice

The unlock in 2026 is not a better first prompt. It is the second, third and fourth turn on the same image.

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Editing-first beats one-shot generation: keep the approved frame, change one thing per turn.
Use masked inpainting and generative fill for surgical fixes; outpaint to extend frames to new ratios.
Quote on-image text exactly, keep it short, and proof every character before it ships.
Actionable now: take your best recent image and run the ten-minute edit loop on its three worst flaws.

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