You don't need this type of work to be deterministic. It doesn't really matter if the LLM names a function "IsEven" vs "IsNumberEvent".

Have you ever written the EXACT same code twice?

> it introduces an unreliable compiler.

So then by definition so our humans. If compiling is "taking text and converting it to code" that's literally us.

> it's up to the developer to review the changes. Which just seems like a laborious error prone task.

There are trade-offs to everything. Have you ever worked with an off-shore team? They tend to produce worse code and have 1% of the context the LLM does. I'd much rather review LLM-written code than "I'm not even the person you hired because we're scamming the system" developers.