D.O.U.G._2. (Drawing Operations Unit: Generation 2). Artist and researcher Sougwen Chung explores how a human artist might collaborate with an ML system to symbiotically produce work. In this rendition, Chung trains an algorithmic system to learn from the visual style of an artist’s previous drawings and then translate that style into gesture and color palette. A robotic arm then pulls from this knowledge to draw in concert with the artist. Chung questions artistic identity and self-perception through such human-machine duets. Courtesy Princeton Architectural Press.