He should have used a Recurrent Neural Network with Long Short Term Memory so that the neural network won't have been dependent of the maximum number given NUM_DIGITS. Scalability! No wonders he didn't got the job.

Joke aside, it's funny how simple machine learning problems can reveal people who think you can just give neural networks anything and output anything, and it will work like magic.