Critical Rationalism, primarily associated with Karl Popper, is a philosophy positing that scientific theories and knowledge claims can never be proven true, only tested and potentially refuted. It advocates for rigorous falsification and critical discussion as the path to knowledge growth, emphasizing that all understanding is fallible and open to revision.