State of the field
Wide K-12 and higher-ed adoption, uneven policy. Districts that adopted clone-friendly policies in 2024 are now well ahead of those still debating.
Use cases
Instructor clones
Professors' clones answer student questions 24/7 in the instructor's voice and pedagogy. The human grades and handles novel questions; the clone handles the long tail.
Student learning twins
Per-student models that help teachers understand each student's knowledge gaps and preferred explanation style.
Language tutors
Voice and avatar clones of native speakers used for conversation practice.
Watch outs
- !Academic-integrity policy needs to distinguish clone-assisted learning from clone-as-cheat.
- !Student likeness use requires parental consent and sunset.
- !Faculty contracts must address whether the institution can keep using a professor's clone after they leave.