Mill never quite gave up on Utilitarianism, although the work he did on it in later life mangled it out of the shape fashioned by his father and Bentham. What he did give up on was the idea that it could provide a total scientific system for understanding the world. Instead, he saw it more as a framing device, a way of arming people with the right questions.
