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LLMs will never replace software engineers for one, utterly simply reason:

Describing a total software solution in enough detail to algorithmically generate code is much, much, much more verbose than just writing the code yourself.

Code is a simplification, already. It allows humans to describe what we want from machines in sufficient detail to make it happen. if X then do Y. while X is True do Y. All of this is CS 101.

Writing code isn't hard.

Programming is hard, and IDC what the "AI" bros say... this ain't AI. It's not even close.