Despite concerted efforts by Carnap and others, including recently by Jon Williamson in an objective Bayesian setting, no satisfying philosophical justification for learning from experience has been produced thus far. I contend that finitude constraints imposed by our world on even otherwise-ideal agents suggest a new epistemic principle, Illusory Chance, which provides justification for learni...