Critical thinking is currently much celebrated in the contemporary West and beyond, not least in higher education. Tertiary education students are generally expected to adopt a critical attitude in order to become responsible and constructive participants in the development of modern democratic society. Currently, the perceived desirability of critical thinking has even made it into a seemingly successful marketable commodity. A brief online search yields a vast number of books that are mostly presented as self-help manuals to enable readers to enhance their critical abilities. But how should critical thinking be taught? Is it at all possible? Instead of attempting to provide a direct answer to this pressing question, this paper seeks inspiration in a culturally rather remote philosophy of education that hitherto has not been regarded as a stimulant for critical thinking, namely the ancient philosophy of Confucianism. The paper argues that not only are most if not all types of thinking regarded in the West as "critical" also present in Confucianism, but also that the Confucian philosophy presides over a particular type which increasingly tends to be neglected in the contemporary West; a type that I call "transformative self-critical attitude." Through a comparison with the well-known Teaching Perspectives Inventory in higher education, the transformative self-critical attitude is used to elucidate some further aspects of the Confucian philosophy of education that may offer valuable insights to contemporary educators.