Strong pre-shared keys will continue to remain secure, even against a quantum computer.
Wireguard, for example, provides the ability to add a pre-shared key for endpoints, which it mixes in during key exchange. Wireguard sessions collected under such a configuration should remain safe when attacked by a future quantum computer, assuming that the shared keys remain secret.
Pre-shared keys are just inconvenient to handle safely.