Ben Affleck and Ana de Armas Kiss on Her Birthday Trip in Residente's New Music Video About Love

“They seem to have a great time together,” a source said of the couple. “They order delivery food and groceries and only leave the house for walks around the neighborhood with their dogs. Ben looks incredibly happy. They are flirty and goofy. Ana always has a huge smile around him.”

While filming Deep Water this past winter, Affleck and de Armas had an instant connection, another source previously told PEOPLE. Affleck and de Armas play a couple in the film, which is set to premiere in the fall.

"They had great chemistry right from the start," the source said. "Ben always seemed very relaxed and happy around Ana, but at the time there were no signs of romance. He was very focused on making a fantastic movie."

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