Identity-Preserving Generation + PiD 4× Upscale

Upload a face → describe the edit → face stays the same → 2048 px via PiD

How it works: img2img at low strength edits only what the prompt describes (hair, lighting, style) while keeping the face intact. Face compositing then locks identity further.

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