Sorry for the confusion. You shouldn’t add it at the end of your model, but just for the calculation of the ROC/AUC.
It’s good if it’s approaching zero, so the sanity check was successful.
Now you could try to scale your problem up, i.e. give it more data and see, if it’s still capable of learning.