March 14, 2014 4:16 PM EDT

Looks like things are going well for Bachelor Juan Pablo and Nikki Ferrell, who received the final rose on Season 18 of the show. The couple was seen at a Miami art exhibit, looking very “in like” — if not in love.

“They were very affectionate, putting their arms around each other and even kissing in public,” a source told PEOPLE.

While Juan Pablo’s season of The Bachelor ended without a proposal — or even a profession of love on his end — the long-distance couple seem very much together. If there’s a wedding in the near future, Chris Harrison probably won’t be the first to hear about it.

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