In both HIV science and public health policy, efforts to end the HIV epidemic are increasingly focusing on molecular HIV surveillance as a helpful tool for identifying, intervening in and controlling the disease. HIV surveillance is meant to identify clusters of genetically similar viral strains in near real-time in communities and areas where transmissions occur, and then to intervene by means of enhanced public health approaches. This article critically engages with how molecular HIV surveillance-a practice and technology portrayed as a benign public health intervention-empties and purifies many of the social and political contexts of HIV transmissions. McClelland et al. (Crit Public Health 1-7, 2019) see the rise of molecular HIV surveillance as a form of "repurposing" of clinical phylogenetic testing done in the context of HIV care. In this article, I argue that this so-called repurposing can be understood as a form of "translation". Looking at how phylogenetic HIV testing has been translated from clinical, patient-centered use to a form of molecular HIV surveillance, I seek to map some of the potential ethical and epistemological pitfalls of such a translational process. More specifically, I look at the unintended consequences of translating a particular evidence-based practicephylogenetic HIV testing-from one usage to another. To this end, I engage with Michel Foucault and his work on the biopower of medicine, exploring how such power disciplines subjects into undergoing a form of medical surveillance that influences norms and behaviors. Ultimately, I argue that the translation of phylogenetic testing from patient-centered care in the clinic to a form of epidemiological surveillance needs to be critically examined in order to avoid ethical and potentially detrimental consequences for HIV-affected communities.