Our mind tends to recognize shapes and forms in the world. Geometric shapes persist in Art and Architecture from Prehistory to Modern Age. Here we discuss some examples of this ``persistence'' (sinusoids, catenaries, helicoids). Examples are chosen from Mesopotamian, Gothic, Islamic, Baroque and Modern Art and Architecture.