At the Ultimate Interface Lab, we develop new interaction paradigms and interaction technologies to enable frictionless collaboration between humans and computers and AI in diverse contexts. We believe that the computers should not only face the world through the screens and the typical input devices. Rather, they should be able to also interact directly with the physical world so that they can proactively help people working on real world tasks.