You can't use this to prove that the model will always behave correctly (or desirably). At best, you can build test-suites to empirically check that it kinda-sorta appears to be doing the right thing most of the time. Which you can just as easily do with a black-box model.
It's not that I'm against openness. I just don't see how you can posit that it gets us close enough to safety.