In every case up until now, a jump in abstraction has moved us forwards in ease of understanding the underlying artifact at a conceptual, human level. High level languages are effectively runnable documentation.

It's possible to say that LLMs producing code may be the same category of thing, but the non-determinism and ephemerality of it all makes it difficult to imagine.