Learning outcomes in the AI era are being redefined: genai-performance-vs-learning, generative-ai-reduced-study-time-math, and ai-assessment-human-tutors distinguish performance gains from durable learning, warning that AI-boosted scores can mask shallow understanding (learning-gains, assessment-validity).