I feel like the hype around LLMs replacing dev work is similar to what happened years ago when they were saying the same thing about scripting languages and WYSIWYG editors like Dreamweaver...

What ended up happening in practice is just that time was saved on grunt work, and really engineers just ended up working on composing and debugging higher level components, optimization, or low level work.