for the same logic the researcher is another hyperparameter

(I know you are right, but so many people here think AutoML is exactly the same that the HPO they were doing since long time ago)

That's fair, yes automl is not simply tuning the learning rate and picking your favorite nonlinearity, its fancier than that, but its still tuning hyperparamters.