I've looked into using NN for some of my specific work, but making sure output is bounded ends up being such a big issue that the very code/checks required to make sure it's within acceptable specs, in a deterministic way, ends up being an acceptable solution, making the NN unnecessary.

How do you handle that sort of thing? Maybe main process then leave some relatively small residual to the NN?

Is your poking more like "fuzzing", where you just perturb all the input parameters in a relatively "complete" way to try to find if anything goes wild?

I'm very interested in the details behind "critical" type use cases of NN, which I've never been able to stomach in my work.