Model competence is an interaction of weights, system prompt, and harness.

Don’t forget reasoning effort. We get labels like “low,” “high,” and “max.” That doesn’t mean that the numbers associated with those don’t get remapped on the backend.

I think there are other knobs that can be turned without retraining.