A faint grid across your upscale
Tiled upscalers denoise each tile independently, leaving a lattice at the joins. Tile overlap, feathered masks, and the seam-fix pass that actually removes it.
9 min read
Background faces melt in wide shots
Faces occupying few pixels get invented, not drawn. Prompt shallow depth of field, crop-upscale-and-composite, or reframe so the crowd never resolves.
9 min read
Element re-render vs masked inpainting
Maskless element re-render regenerates one named object. A decision table for when it beats masked inpainting and when the mask is still the safer tool.
9 min read
Extra arms and duplicated limbs in wide shots
Duplicated limbs cluster where each body occupies few pixels. A masked inpaint plus pose-conditioning that repairs the body without re-rolling the frame.
9 min read
Fixing a bad hand in video, not a still
A still-image inpaint does not fix a moving hand. Three video options: masked inpaint, a short segment retake, or reframing the hand out of shot.
9 min read
Fixing hands without regenerating the image
Fused fingers are a small-region problem, not a whole-image one. A masked inpaint loop that lands in two or three tries, plus the depth-guided fallback.
9 min read
The hand deforms as soon as it holds the product
Contact with a product is where hands fail. A grip-region mask-and-inpaint recipe, then a composite fallback that keeps the real SKU geometry intact.
9 min read
The sign is misspelled. Fix it without re-rolling
Do not re-roll a good image for one misspelled word. Quote the exact string, describe the font, set a mask margin, and know when to composite type instead.
8 min read
When shadows contradict the key light
A shadow falling toward the light is one of the fastest tells in a generated frame. How to catch it in a review pass, and the two fixes that correct it.
9 min read
Your edit model repainted the whole image
Instruction-based edit models regenerate the whole frame. Scope the change, then composite the region back so the background stays put.
9 min read
Your image came back with a watermark you never added
Hallucinated stock marks come from training data, not the platform. Prompt changes that suppress them, plus a clean removal pass when they appear.
9 min read
The upscaler changed your subject's face
A generative upscale redraws identity. Keep face denoise at or below 0.35, mask the face out of a hotter pass, and check a 100 percent crop before you commit.
9 min read
Object Removal That Leaves No Ghosts
The halo, the texture smear, and the forgotten reflection — a diagnostic checklist for AI object removal, plus the cases that break every remover.
8 min read
Region-Precise Image Edits: Masking, Boxes, and Prompt Scope
Most failed AI image edits aren't quality failures — they're scope failures. Masking, bounding boxes, and prompt language bound an edit differently.
9 min read
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