The 2nd time it will likely be pretty different because they’ll use what they learned to build it better. The 3rd time will be better still, but each time after that it will essentially be the same product.
An LLM will never converge. It definitely won’t learn from each subsequent iteration.
Human devs are also a lot more resilient to slight changes in requirements and wording. A slight change in language that wouldn’t impact a human at all will cause an LLM to produce completely different output.