In 2026, AI becomes integral to education, requiring proof of reliable, safe, and scalable improvement in learning outcomes. Content creators must prioritize efficacy by designing AI interventions that measurably improve specific outcomes, ensuring continuous measurement and governance across diverse learner groups.
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