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.
- 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.
Most people generate a good frame, spot one flaw, and reroll. That throws away everything they liked. Modern tools let you keep the frame and fix the flaw. Ten edits will beat two hundred rerolls, every day of the week.
Talk to the image. Change the background to a bright kitchen. Now put him in a linen shirt. Now warm the grade slightly. One instruction per turn. Stack three changes in a single sentence and you will get a mess.
Masked editing is surgery. Select just the crumpled shirt collar or the empty wall, then prompt only that region. Photoshop generative fill is still the cleanest way to remove a distraction or extend a square frame out to widescreen.
Models finally render text, but only if you quote it. Put the exact string in quotation marks and keep it short. Then proof every letter. A headline with one dropped character is a killed ad and a refunded client.
Order matters. Fix content first, pixels second. Upscaling a frame you are going to change again is wasted money. The last pass is human: a grade, a clean-up, a crop. That final human touch is what removes the slop smell.
Here is the loop. Generate one strong base frame. Write down its three worst flaws. Fix them one turn at a time, worst first. Sign off the composition. Then upscale, grade and export. Ten minutes, and it ships.
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