It won't
Normal - 4h coding + 2 h debugging
With an LLM - 5 min coding + 24h debugging
There are tons of pages out there with lists of code snippets which can help the devs without the need to use an LLM. It's naiv to think that LLM which hallucinate in a normal answer won't do it with coding.