If they wrote each other a bill of sale indicating their respective names and addresses, their CHP permit number (Isn't the CHP all that is necessary for a purchase permit?) and "some" convenient date, who is to say otherwise?
This points out the real reason for the FFL: to act as a registrar of firearm serial numbers, a database which can be used in the future to confiscate firearms when the Marxist achieve political supremacy.