Meanwhile, Philip frustratingly yet in character doesn't take the cue to provide backstory of his own. We really do know more about Oleg's background by now than about his.

THIS SO MUCH!
Honestly, it's almost getting a little silly they way we're never told about Misha/Philip. What is he hiding? And indeed, why does Elizabeth never ask, given how much she has revealed about her own family background to Philip?