Time series fails to predict unknown output

I have been following the time series forecasting example at Time series forecasting  |  TensorFlow Core, I have also noticed that it does not predict unknown label as the output is also fed to the model as a feature, I have known features with 1 unknown output, and the example fails to explain how to achieve the issue.

does anyone know how to forecast unknown labels when they have features using examples presented on the link?