Each failing finding is routed by flaw class to the one kind of truth that can fix it. Sending the wrong kind of truth is the most common way a garment edit goes wrong.
Where truth lives · 3 flaw classes
Fidelity → Input photos: wrong pattern, logo, colour, construction, length. Planner picks 1–2 from up to 4 inputs; close-up beats full-body
Consistency → Output 1, the prime reference: accessory, styling, model, background drift
Artifact → No reference: extra limb, smear, invented object
Hard limits · learned, not chosen
≤ 2 refs per edit, ≤ 3 per call
Deduped, refs downscaled to 1024 px max edge
Source at full resolution
Inputs in context: inputs arbitrate truth, never the majority