Access equity
Rural bandwidth and shared devices need sanctioned labs, not BYOD roulette.
Model governance
Behavior-scoring AI must publish appeal paths and independent audits.
Disaster playbooks
Parallel paper contingencies remain wise when grids fail mid-session.