Several companies, including Emerson, SiMa.ai, Arm, and Intel, are developing physical ai technologies for use at the edge, such as in industrial and robotics applications. These technologies aim to enable intelligence that can not only compute but also act, with a focus on task-specific and cost-efficient solutions. The development of physical ai is also being explored in areas such as sensor technology and generative ai techniques, with various organizations and institutions, like KAIST and TDK, contributing to its advancement.