Robustness describes the capacity for a biological system to remain canalized despite perturbation. Genetic robustness affords maintenance of phenotype despite mutational input, necessarily involving the role of epistasis. Environmental robustness is phenotypic constancy in the face of environmental variation, where epistasis may be uninvolved. Here we discuss genetic and environmental robustness, from the standpoint of infectious disease evolution, and suggest that robustness may be a unifying principle for understanding how different disease agents evolve. We focus especially on viruses with RNA genomes due to their importance in the evolution of emerging diseases and as model systems to test robustness theory. We present new data on adaptive constraints for a model RNA virus challenged to evolve in response to UV radiation. We also draw attention to other infectious disease systems where robustness theory may prove useful for bridging evolutionary biology and biomedicine, especially the evolution of antibiotic resistance in bacteria, immune evasion by influenza, and malaria parasite infections. © 2010 American Institute of Physics. ͓doi:10.1063/1.3455189͔Unifying principles in biology are rare and challenging to uncover, as they are charged with explaining phenomena across different areas of the biosphere, on different scales. Robustness is a modern concept in biology with the potential to serve as a unifying principle, as it has already been wielded in vastly different contexts, including yeast metabolism, embryology, cancer biology, and many others. In general, robustness describes the capacity for an organism to persist in the presence of perturbations of various kinds. Robustness exists in several forms, with genetic robustness the most provocative among them, describing the ability of organisms to resist phenotypic change in the presence of genetic variation itself, influencing the ability for natural selection to act on heritable genetic information (evolvability). Several recent studies have fortified the importance of testing robustness empirically, where one can detect evolvable differences using various methods. These studies, however, highlight both the opportunities and obstacles involved with the empirical study of robustness. Because many of these studies have utilized microorganisms, the infectious disease paradigm is a candidate area for further application of robustness theory. One can argue that recent findings in several infectious disease systems, including bacterial drug resistance, influenza, HIV, and malaria, are germane to the robustness concept. The hope is that further application of robustness theory might aid in how we study, and treat, infectious diseases of many types.