Ironically, one of the ways to "fail" a genius is to label her so:

"The Power (and Peril) of Praising Your Kids" http://nymag.com/news/features/27840/

But, you also can't hide from someone that they're not being challenged by the same academic work as their age-peers, so you'd better be ready with some special challenges for them.