It has happened. In Phoenix, AR, a self-driving Uber backed into and killed 49 year old Elaine Herzberg as she walked her bike across the road. There was a human back-up driver at the wheel during the incident. The CEO of Uber expressed condolences on Twitter. It has begun.
Source: Associated Press