Evernote has NEVER worked on Surface RT. I have waited six months for a fix and nothing. So I have abandoned Evernote for work use and gone back to OneNote.
Same for me and has been happening for two weeks since I got Surface. Trying out OneNote instead but pity because I have a lot of info stored in Evernote.