09/17/2026
I do not write prompts. I fill in a structure.
Always JSON, never a sentence. A paragraph leaves the model room to improvise, and improvising is exactly where your face goes. JSON gives it named fields it has to fill.
Three blocks, every single time. Identity: this face is the source, do not invent it. Wardrobe: take the clothing from this flatlay only. Scene: room, light, lens, distance.
Named fields read as instructions. Sentences read as suggestions. Length was never the problem, vagueness is.
Since I switched, the face stopped drifting and my generations went from twenty per image down to three.
Comment CLONE and I will send you the free step by step.