I did last winter in St Paul without studs. Slow and careful, and constant vigilance will get you where you're going. I didn't spill once.
This winter I'm using studs, simply so I can make better time, and put down more power. I watched my friends with studs pedal with confidence through some surfaces that were proving very treacherous for my tires.