It's not too late, why should it be? If you want them now to have a middle name give them a middle name. Make it official of dont make it official. It's really your choice.
I love middle names and my ex husband didn't have one and neither did his twin but I think his four elder siblings did (and that was just the start of the things the twins who were a surprise missed out on)