How do you do phase 2 with an LLM when the LLM is likely trained on the original source code? Isn't this equivalent of "rewriting" Harry Potter by describing the plot to an LLM trained on the original books[1]?

[1] https://arstechnica.com/features/2025/06/study-metas-llama-3...