I wouldn't lose sleep over it. Deep Learning is great at making recommendations or classifications, given petabytes of data, but not even close to automatically solving general-purpose computing problems.

For example, I can type an error message into Google, and get sent to the solution, since thousands of others before me have provided the training data. But can I just describe my task to Google and have it produce the solution? Not even close.