LLMs have the same value proposition as no-code or low-code tools, and they also have the same failure cases. With pre-AI no-code tools, they also lowered walls but they didn't remove the barriers. The experience was a lot like we're seeing from the "vibe coders", like this post here:

  "what's the point of vibecoding if at the end of the day I still have to pay a dev to look at the code anyway... I can't vibe my way through debugging, I can't ship anything that actually matters." [1]

LLMs are only different because the interface is more accessible. But all the same problems are still there. AI is not a panacea.

[1] https://www.reddit.com/r/ProgrammerHumor/comments/1mudy12/th...