AI at the Edge: Use Cases, Requirements, and Challenges. - Sayed Chhattan Shah; Beth Cohen; Ildikó Vancsa; Rajat Kandoi; Julian Thomas; Grigorios Chrysos 001; Sotiris Ioannidis; Rob Hirschfeld; Mahadev Satyanarayanan; Moshe Shadmon; Nenad Gligoric; David Solans; et al. (IEEE Internet Things Mag., 2026)