Mahmood's AI panopticon represents state overreach disguised as innovation, invoking a surveillance model deemed too cruel for 19th-century prisoners. Government tech projects consistently expand bureaucratic control while failing to deliver, from care.data to the Online Safety Act. Treating AI as an oracle won't fix broken policing when authorities already ignore burglaries and shoplifting.