Buddhist epistemologists do argue that rational analysis leads to the conclusion that rational analysis cannot give us infallible access to truth, including that one. That’s not self-defeating, though; it only induces an important kind of epistemic humility and a clearer view of what we do when we reason. We engage in one more fallible human activity among many.
