La maison et le moteur

Kiss.photography treats portraiture as an operational surface. The same image must read correctly in a casting PDF, a dating grid, and a print proof. That requires more than a filter — it requires a system that can propose, constrain, and rank.

Rendering versus decision

Diffusion answers the question of what is plausible. The ranking engine answers what is defensible. The two are separated on purpose: one can be swapped as models improve; the other accumulates your editorial judgment.

Cohort discipline

We admit slowly. Each cohort tightens latency, identity stability, and calibration before the next window opens. The waitlist is not marketing — it is capacity planning.