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Police are searching for the driver of a stolen car who fled following a pursuit through Scullin in the early hours of Monday morning.

ACT Policing said officers saw the silver BMW hatch at the intersection of Kingsford Smith and Southern Cross drives about 12.35am.

Police activated their lights and sirens, however the vehicle failed to stop.

The driver fled, leading police through suburban Scullin streets at speeds of up to 100km/h for about 40 seconds until officers lost sight of the vehicle.

The vehicle was later found by police in Ngunnawal, and has been seized for forensic analysis.

Police are asking anyone who saw the vehicle, or who may have seen the offenders involved, to contact Crime Stoppers on 1800 333 000.