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Who wrote this summary? A QR code is just a data.
Just make your system NOT go to the public internet. The QR code could just be the serial number of the note. Hell you don't even need to use a QR code.
Problem solved. No virus.
"Spock, did you see the looks on their faces?" "Yes, Captain, a sort of vacant contentment."