The couple enjoyed a romantic date night, sans their six kids, on June 28, at Ago Restaurant in West Hollywood, reported Us magazine.
Jolie, 39, and Pitt, 50, held hands as they exited, quickly getting into their car and driving off.
The 'Unbroken' director is still riding high off the fumes of her biggest box office success to date, 'Maleficent', which has grossed more than USD 500 million worldwide.
The Italian restaurant is owned by Jolie's 'Shark Tale' co-star Robert De Niro.