duty-cycle-validation ⁽¹⁾

Touch qualification re-baselining for AI kiosks is the practice of re-running validated touch-layer tests whenever a deployed fleet’s duty cycle changes — not just at initial certification. Adding on-device edge AI and climbing to a higher memory tier extends session length and interaction density, so…