contextual-image-upscale

Enhance an existing photo or illustration through two or three passes of contextual AI crop editing, source-registered blending, visual review, and verified lossless export. Use for 8K wallpapers, high-resolution artwork, faithful photographic enhancement, flowers-upscale requests, or repeating a prior multi-pass upscale. Preserve source style and geometry; do not use for simple resizing, new compositions, exact logo reproduction, or unrequested style transfer.