One verified difference engine.
Three ways to play — and work.
VisualForge AI takes any image and produces a modified version with realistic, localized, verified changes — plus the exact bounding box and mask of every change. SAM 3.1 segments, Muse Spark plans & verifies, Muse Image edits only the masked region, and pixel measurement derives the real annotation.
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Diferia: Play Your Photo
Upload your photo or describe a theme, we forge N differences, you find them against the clock.
Open →🤖
Challenge the AI
Race Muse Spark to find the defects. Can you beat the AI inspector?
Open →🏭
QC Inspection Trainer
The same engine generates scratches, cracks and missing parts to train inspectors and export labeled COCO/YOLO datasets.
Open →original ─► SAM 3.1 segment ─► Muse Spark plan ─► Muse Image edit (masked only)
─► composite (outside = pixel-identical) ─► measure REAL mask/bbox ─► Muse Spark verify ─► game / race / dataset
🖼️ Level gallery
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