Comment by shoyer

I'm a big believer in auto-diff, but I'm skeptical that any autodiff tool would differentiate a 100k line simulation code correctly and efficiently without manual intervention. I'd certainly love to be proven wrong, though and absolutely AD can be a big time saver :)