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Encrypted email (PGP) has been really easy to set up and use for about a decade now, particularly Enigmail.

PGP would not be a good choice for this. The mail archives are still discoverable, and I imagine the decryption keys would be as well.

Something closer to OTR would be a better choice. Deniability and forward secrecy are the important properties here.