In edit mode, on the right look under "add more capsules". There are a few hyperlinked phrases, like "reorder", "tags", etc.. The fourth one is "summary", just click on it and scroll down a tad. You'll see the empty space where you can add the summary. Add it, then click "done editing".
Hope that helps!