I thought it was heavily implied to the point of being unambiguous. After Jude walks out of the meeting without responding to the cardinal(?)'s, "this is just between us right?", the cardinal(?) and Christophe exchange a nod…. Then when Celine is running to his room they show the door open and he turns to look, we…