In this text, we informally expose the mathematical analysis in [BL09] of Gould’s ideas on the increase of “complexity” along biological evolution as a result of random paths. We also revisit some related theoretical investigations on randomness (contingency) and symmetry breakings in biology, following [LM12]. Gould made several fundamental observations on how phenotypic complexity increases o...