Item response theory — psychometric modeling of item difficulty and ability — meets LLMs in llm-item-difficulty-prediction, llm-psychometric-calibration-cdp, and knowledge-tracing-irt: AI predicts difficulty and calibrates assessment, improving measurement precision (educational-measurement, assessment-validity).