According to other sources, they did drive it in Beijing - and in bad conditions [1]

"We’ve tested the car at night and day, as well as in medium rain, and – since this is Beijing – in smog of course."

[1] https://www.techinasia.com/baidu-autonomous-car-hits-roads-c...