"I've trained my program to generate convincing looking C code! It gets the indentation right, but the variable use is a bit off. Isn't that cool?"

What this is really saying is: "Hey, convincing-looking C code can be modeled by a RNN, i.e. a state-transition version ("recurrent") of a complex non-linear model which is ultimately a generalization of logistic regression ("neural network")! And the model can be practically 'learned', i.e. fitted empirically, albeit with no optimality or accuracy guarantees of any kind. The variable use is a bit off, though. Isn't this cool/Does this tell us anything important?"