In my experience, it doesn’t matter how good or detailed the prompt is—after enough lines of code, the LLM starts making design decisions for you.

This is why I don’t accept LLM completions for anything that isn’t short enough to quickly verify that it is implemented exactly as I would have myself. Usually, that’s boilerplate code.