A deviation hint is received from a vehicle by a server indicating an anomaly in vehicle sensor data compared to autonomous vehicle data maintained by the vehicle. A cause of the anomaly is identified per a view of the sensor data prior to through after the anomaly is received from the vehicle. Revised autonomous vehicle data is updated per the cause to a plurality of autonomous vehicles including the vehicle.