Nope, if nobody trains the models on new data you have at some point an outdated model.
Imagine Qwen 3.5 created in the 1990s and then use it for today web or desktop development.
And is the problem solved that training AI with AI code makes the AI worse? If not the "it only gets better" claim is questionable.