Psychometrically aware AI — models aligned with measurement theory — is the standard advanced in llm-psychometric-calibration-cdp, llm-item-difficulty-prediction, confidence-aware-ai-assessment, and item-response-theory: calibrated, uncertainty-aware AI assessment preserves validity and trust (educational-measurement, assessment-validity).