Depends on the individual. I'm specifically talking about the ones that "retire" and make it out without doing very hard time or end up dead.

Those that make it a life long lifestyle cannot escape doing hard time eventually. It's a smaller percentage of gang members that choose to become career criminals though. There's also levels of activity. Staying affiliated and associating with other gang members is often different than being fully active daily on the streets.