The couple has been linked for months, but neither has opened up about the gossip - and now it seems they're keen to let everyone know they're in love.
Jodie shared the date night snap on Monday, August 12, adding the caption: "Two people who only fancy each other a little bit."
The couple first met in October (2018) at their singer pal Usher's 40th birthday party.
Joshua and Jodie were also recently spotted leaving a Beverly Hills courthouse with what appeared to be a marriage licence.
The happy couple has yet to confirm wedding details.
This is the "Dawson's Creek" star's first major relationship since he split from German actress Diane Kruger.