“…Nonidentifiability is a major barrier to mechanistic understanding of real systems, but viewed from another angle, this concept can provide a starting point for thinking about externally equivalent systemssystems that evolution can explore, so long as the parameters and structures can be realized biologically. These functional symmetries manifest in convergent and parallel evolution, as well as developmental system drift: the observation that macroscopically identical phenotypes in even very closely related species can in fact be divergent at the molecular and sequence level [Kimura, 1981, True and Haag, 2001, Tanay et al, 2005, Tsong et al, 2006, Hare et al, 2008, Lavoie et al, 2010, Vierstra et al, 2014, Matsui et al, 2015, Dalal et al, 2016, Dalal and Johnson, 2017]. Furthermore, theory shows that distinct genotypes encoding identical phenotypes can even persist stably within a species [Phillips, 1996].…”