Joe Manganiello and Sofia Vergara Are Dating

That was fast: PEOPLE’s Hottest Bachelor may already be off the market.

Joe Manganiello is spending time with Sofia Vergara, a source confirms to PEOPLE, creating what could be the sexiest couple in Hollywood, new as the relationship may be. "They just started to hang out," says the source. Reps for both actors had no comment.

The True Blood hunk (whose character Alcide had a shocking scene in Sunday’s episode) and Modern Family star first met in May at the White House Correspondents’ Dinner.

For Manganiello, 37, Dating the Colombian bomb***** is a dream come true.

"You’re gonna get me in trouble. I don’t want to be like a home-wrecker. This person is engaged," he recently told PEOPLE of Vergara, who split from fiancé Nick Loeb in May. "She’s got the curves, she’s got a beautiful face, beautiful hair, just gorgeous. Naturally beautiful. She’s feisty!"

He admitted his admiration hasn’t exactly been a secret, recounting a story from when both actors attended the White House Correspondents’ Dinner – and he was photographed checking out his crush.

"There was a picture someone snapped at the White House Correspondents’ Dinner where they caught me looking at Sofia Vergara’s butt," he said. "When you talk about being manipulated, that’s what I’m talking about. It’s like a moment of zen. There is nothing in my brain. If only I could meditate that well. I don’t go after other people’s women. She’s got a guy. If she was single, I would be like, poof!"