I think even if they're mostly interacting in a professional context, that doesn't preclude them drinking together (see also Shen Wei and the chancellor(?)), but if they do, they probably mostly talk work, politics and current events.

Yes, this. They seem to be work friends, not personal friends who talk about their private hobbies and issues or whatever. (Does Zhao Xinci have hobbies? What would they be?!)