Right now it's not unskilled. It's managers, PMs, TPM's, or people with some tech knowledge but who previously couldn't do these types tasks (not that they weren't capable, but it takes a lot of effort and time to get skilled in these areas and they didn't devote the time). They know what they want at a high level and now can do it with AI.

This is mostly true, I think. I think this is a sweet spot for LLMs, too. Maybe with the right approach, a user could know or figure out how to articulate what they're missing, if the first attempt doesn't work well enough for them. I just worry that e.g. if they forget to review things like protocol details, they could silently end up with flaws and such, or jank. But yeah, there's potential where there wasn't before, and I'm all for that.