Earlier quoted context omitted.
Can you explain the difference?
Fine-tuning is done against a dataset. Distillation is done against a model.
Distillation is used to build part of a data set for fine-tuning (loosely interpreted). Advanced model traces are useless if you don't have a base model that is good enough to be improved by them.