Visiting SF for the first time this weekend – what should I see?

Going to San Fran with my girlfriend, Wednesday night to Sunday morning (so 3 full days). I'd much appreciate your suggestions for interesting things to do – restaurants, bars, events, etc. I'm sure we'll end up doing some touristy stuff, but I really just want to get a good feel for the local culture.

Thanks Reddit!