Diddy – flanked by buddies Casey Affleck and Joaquin Phoenix — have a little pre-party celebration Monday night at a pre-New Year’s Eve bash at Fontainebleau in Miami Beach.

Whatever will he do — and who will he be hanging with? — for the real shindig?