SG UGC autopilot — what I can judge, and what needs you

Saturated skin %: the share of skin pixels where any colour channel hits 252 or more. Fail at 3.5% or more.
T-zone shine: how close the brightest forehead/nose pixels get to pure white, compared with normal skin on the same face. 0 = no brighter than normal skin, 1 = pure white. Fail at 0.65 or more.

Kristian Jennings' AI-UGC recipe, rebuilt for Singapore: find real SG creator stills → judge them three ways → swap in a new person → animate with Gemini Omni. Your votes here become the ground truth I grade my judges against.