Perspective proposes explicit limits on educational agents' decision authority

Academic leaders considering study-planning agents need a concrete account of what students will still practice themselves. Include faculty, students, teaching development, disability services, IT and privacy staff. Ask which decisions the assistant may make, how students can reject advice and what independent capability should improve. Offer a bounded design workshop for one learning task, yielding an authority map and evaluation plan. The value hypothesis is a clearer approval decision and fewer untested assumptions. This Perspective does not validate a product or prove cognitive harm. Avoid presenting any particular autonomy setting as universally beneficial or selling reduced teaching support as an established outcome.

Convert the proposed learning workflow into explicit permissions and observable state transitions. Prerequisites include a defined task, approved materials, learner controls and a faculty-approved assessment plan. Test unsolicited actions, misleading recommendations, hidden memory, refusal to stop and attempts by retrieved content to expand authority. A proposed proof of value should check both technical boundaries and performance on a comparable task after assistance changes. Keep any LMS integration minimally privileged and prevent automatic record writes during evaluation. Local, cloud and hybrid designs each need separate identity, retention and operational reviews; the conceptual framework does not select a deployment architecture.

A course owner should approve the learning sequence while a service owner manages reliability and incident response. Prepare staff training, student explanations, accessible controls and a supported route to human help. Dependencies include assessment capacity, accommodation review and documented data rules.

Proposed acceptance criteria

every consequential action has an owner, all stop and override tests pass, and independent performance is reviewed before expanding agent initiative. These are proposed gates, not observed achievements. Track support burden and student objections alongside outcomes. Avoid rigidly withdrawing assistance for all learners on the same schedule, and retain authority to pause a deployment that impedes learning.