I like this story. How did you verify the output? How big is the codebase? Why it took 18 hours? Could you implement it with a small local agent and breaking the task down yourself in two days (i know it sounds like a loaded question, it is not).

I think the rewrites are the main story for llms in code (hot take). Writing greenfield code at the seams also something which might work well.