I suppose I might find myself asking why it matters if I "knew", really. If my belief caused me to reach a conclusion, and that conclusion was ultimately factually true, isn't that somewhat analogous to "the ends justify the means"? Perhaps the factually true result justifies the belief, regardless of its mistaken premise.