Create Gallery from existing media library items

I know how to create a gallery in WordPress by uploading new images, but I am trying to create a gallery to insert into a post from images that already exist in my media library.

Is this not possible? Seems not to make sense that I have to upload images a second time just to create a gallery.

Hope I’m missing something really simple here.