I think the article is taking the stance that ethics should be a concern at the point of development, and those that create these large language models and those that use them should be accountable. Right now, those groups are not accountable, so instead a separate group of people is asked to take responsibility. This is where AI Ethics as a field has ended up, and in my opinion, stalled.