Not only did that whole affair scandal strengthen Fergie's marriage to Josh Duhamel—it apparently strengthened it so much that now they're having a baby. The couple, married since 2009, announced the pregnancy on Twitter and Facebook, Rolling Stone reports. "Josh & Me & BABY makes three!!! #mylovelybabybump," wrote Fergie, with Duhamel posting a similar message. They also included a Photoshopped picture showing the two of them as babies together, and they look a bit disturbingly like siblings, notes Kiri Blakeley on The Stir.