The Military Just Created an AI That Learned How to Program Software

Not really. It learned to spew some plausibly-useful skeleton code out from a neural net. That may give you some idea of how to frame your app. It also may fail to compile. (It's trained on a corpus of Android apps. That's fine, but I don't have 100% confidence in a neural net's ability to produce 100% valid Java, even if it was trained on 100% valid Java.)