The two were spotted hitting a beach in St. Barts together, just a few weeks after a source told PEOPLE their plans for divorce were off the table.
The former Grey’s Anatomy star, 50, in bright blue swim trunks, and Jillian, sporting a white bikini, looked to be in good spirits as they enjoyed the sun and walked around the beach together.
In January 2015, Jillian filed for divorce from Patrick after 15 years of marriage. In November, the two were spotted hand-in-hand in Paris, and continued to step out in public together in the weeks that followed as they worked on reconciling.
Last month, a source told PEOPLE the two had nixed divorce plans: “There are no more divorce plans. Patrick and Jillian plan on being a family again.”
The couple share three children: Tallula, 13, and twins Sullivan and Darby, 9.
“They seem very happy and are spending a lot of time together. They go on dates and are also involved with the kids together,” the source said. “The divorce made Patrick miserable. It was definitely a wake-up call.”