Reset a Surface RT without recovery partition

I recently ran into an issue where I needed to reset my Surface RT (the original version released with Windows 8, but this tip is applicable to newer versions too). The problem was that I had deleted the recovery partition and of course long forgotten the USB drive or the place where I’d stored the…