Responsible experimentation requires transparency and permission. If researchers or educators want to explore automated agents’ effects, it should be done in partnership with platform owners and participating classrooms, with safeguards to prevent unintended harm. Such collaborations can yield benefits—better-designed game mechanics that resist exploitation, features for private teacher-run simulations, or analytics dashboards that help instructors understand class dynamics—without undermining trust.