At first I thought this would be an interesting article, but as soon as they mentioned using an LLM to do the conversion I lost all interest. It's like saying "I wanted this done so I got my underling to do it, here is my story...". Like why would I bother to read it then, as it was clearly not you doing the conversion or putting any thought into it.
Programming languages don't really matter outside craft programming.
As LLM improve, it will eventually be a matter to specify in which kind of language the specification should be generated.
The UML and RUP crowd has had their vengeance.