Debugging, sanity checking, testing, etc. are the best uses of LLMs. Much better than writing code.

Developers should write their own code and use LLMs to design and verify. Better, faster architecture and planning, pre-cleaned PRs and no skill atrophy or loss of understanding on the part of the developer.