Drive it in larger and larger closed courses. Expand to neighboring areas with consent of the communities involved. Agree on limited conditions until enough data has been gathered to expand those conditions.
That's how all autonomous testing programs currently work around the world. That is, every driverless vehicle system on roads today was developed this way. You're going to have to be more specific when you say that it doesn't work.
