Online learning, if that's what you are trying to do, can definitely be done with Keras. You would basically just feed samples to the model individually or in small batches using the method 'model.train(X_batch, y_batch)'.

If you raise this issue on the mailing list or in the Github discussion, you'll get more help and advice.