Classroom feedback with explicit no-grading limits

In this illustrative Chiang Mai pilot, a writing-feedback model may comment on structure but is contractually barred from producing grades, attendance risk or “engagement” scores. Teachers received a one-page limit sheet they can show parents.

Students can opt out without academic penalty in the sample policy. The case is a reminder that responsible education AI is often defined by what the system is forbidden to do.