Published for the Liverpool Biennale, _Notes on a (dis)continuous surface_ addresses the intersection of race and machine learning, focusing on how racial representation is constructed and operationalised within automated systems like facial recognition. Drawing on Frantz Fanon's concept of "epidermalisation," the article argues that race is not just a visual category but a socio-discursive construct that these technologies replicate and reinforce.