Automation aims to replace human tasks, while augmentation aims to enhance what people can do by working alongside them. In her talk at Megagon Labs, Diyi Yang argued that effective human-AI collaboration depends on designing for augmentation, grounded in real worker perspectives, rather than automating tasks for their own sake.