Despite advances, this technology remains both too prone to errors and too limited in the scope of problems it can reliably solve to address many of the problems faced by disabled people in their everyday lives. In this talk, I'll discuss the potential for always-available human computation to fill in remaining gaps in order to make intelligent user interfaces useful and practical in the everyday lives of users, and show several examples of how my research is combining artificial and human intelligence to enable novel interfaces.