Brain-computer interfaces (BCIs) are systems that record brain signals and transfer them into commands to build a direct communication pathway between a human brain and a computer. Decades of development make BCIs become a promising tool for next generation human-computer interaction (HCI). This paper briefly discusses several promising non-medical applications of BCIs in the HCI field and some key challenges for their widespread adoption.