"You slowly build a relationship with it and understand where it will fail."
I spent over a decade working on production computer vision products. You think you can do this, and for some percentage of failures you can. The thing is, there will ALWAYS be some percentage of failure cases where you really can't perceive anything different from a success case.
If you want to trust your life to that, fine, but I certainly wouldn't.