How it works
The Auto-damage preset paints the claim via masked inpaint on a real photo. The deterministic stage then runs it through real conditions: compression, brightness, crop, angle.
You get a test matrix — same damage, N conditions — that reveals precisely where your model breaks.
Key points
- Realistic damage via masked inpaint (FLUX Fill pro).
- Real-condition matrix: compression, night, angle, crop.
- Locate the performance drop before production.