This letter develops a new direct adaptive control framework that extends the certainty equivalence principle to general nonlinear systems with unmatched model uncertainties. The approach adjusts rate of adaptation online eliminate effects parameter estimation transients on stability. method can be immediately combined previously designed or learned feedback policy if corresponding model-parame...