[{"data":1,"prerenderedAt":547},["ShallowReactive",2],{"item:\u002Fai-tutoring\u002Fbeyond-one-size-fits-all-how-adaptive-tutoring-systems-personalize-learning-at-s":3,"platform:site":152,"more:\u002Fai-tutoring\u002Fbeyond-one-size-fits-all-how-adaptive-tutoring-systems-personalize-learning-at-s":502},{"id":4,"title":5,"aiRevisedAt":6,"authors":7,"body":12,"canonical":81,"category":82,"categorySlugs":93,"cid":94,"cover":95,"description":99,"extension":100,"featured":101,"language":102,"meta":103,"navigation":104,"noindex":101,"ogImage":105,"path":106,"publishedAt":107,"readingMinutes":108,"recipe":81,"related":109,"revisedAt":81,"seo":140,"seoDescription":99,"seoTitle":5,"sortKey":81,"sources":141,"stem":145,"tagSlugs":146,"tags":147,"translations":148,"type":149,"url":150,"__hash__":151},"platformItems\u002Fplatform\u002Fitems\u002F86305.md","Adaptive Tutoring at Scale: Engineering Personalized Instruction for Every Learner","2026-10-21T07:00:12.000Z",[8],{"name":9,"slug":10,"role":11},"Finley Parker","finley-parker","author",{"type":13,"value":14,"toc":72},"minimark",[15,20,24,27,31,39,42,45,49,52,55,59,62,65,69],[16,17,19],"h2",{"id":18},"learner-modeling-and-knowledge-tracing-the-machinery-behind-adaptive-difficulty","Learner Modeling and Knowledge Tracing: The Machinery Behind Adaptive Difficulty",[21,22,23],"p",{},"A personalized adaptive tutoring system depends first on grasping how each student's knowledge shifts over time. 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