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Currently, in chat-room the avatar is shown from the parent site that a user selected in the chat profile. So, throughout SE network in (any) chat-room (talking about main chat server i.e not MSE or SO), the same avatar is shown.
But as we know, sometimes users don't use same avatar on all site(...