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
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
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
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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