I am not challenging the definition, only your "pejorative" connotation, which is simply incorrect. Everyone is a beginner at some point. Does that make "beginner" pejorative?
For example from the original analogy, if you told an entrepreneur that because they didn’t use AI, they were not an entrepreneur, but instead “unskilled” or a “beginner”, that would be disparaging; pejorative.