Comment by snek_case

The reason NaN exists is for performance AFAIK. i.e. on a GPU you can't really have exceptions. You don't want to be constantly checking "did this individual floating-point op produce an error?" It's easier and faster for the individual floating point unit to flag the output as a NaN. Obviously NaNs long predate GPUs, but floating-point support was also hardware accelerated in a variety of ways for a long time.

That being said, I agree that the way NaNs propagate is messy. You can end up only finding out that there was an error much later during the program's execution and then it can be tricky to find out where it came from.