I'm not sure AI fake news content isn't common already. Even so, just lie with no evidence works so well I don't know that it will make a difference when AI fake news does become common.
Evidence quality seems to have 0 effect on beliefs and the populations certainty their beliefs are true.
What is scary to me is that they are constantly AB testing how to tell their lies for more population buy in and they are improving lie quality in that regard.