So it's just a char-RNN? I was hoping this was using one of the seq2seq frameworks for actually writing code, like https://arxiv.org/abs/1605.06640
Here's a interesting example from Google DeepMind learning to generate code for Magic The Gathering and Hearthstone: http://arxiv.org/pdf/1603.06744v2.pdf