What is the connection that O'Brien shares with Winston at the end of the novel?

O'Brien shares a connection with Winston at the end of the novel when he says, "They got me a long time ago."

Here, "they" means Big Brother. It is unclear whether he was once a rebel and was converted, or whether he has always been a devout follower of Big Brother.