Piper Perabo Engaged to Stephen Kay

Piper Perabo Engaged to Stephen Kay
Piper Perabo
Cindy Ord/Getty

09/06/2013 AT 02:25 PM EDT

There's nothing covert about it: Piper Perabo is engaged to her director-producer beau Stephen Kay, PEOPLE has exclusively learned.

"They're very happy," a source who knows the couple says of the Covert Affairs star and Kay, who is a director on the hit USA Network series.

New Zealand-born Kay, who previously worked as an actor on shows like General Hospital, is also a co-executive producer of the show. The final six episodes of season four will resume Oct. 17 after a four-week hiatus.

The Golden Globe-nominated actress, 36, plays a CIA agent on Covert Affairs.
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