[{"data":1,"prerenderedAt":527},["ShallowReactive",2],{"item:\u002Fai-learning-tools\u002Fbeyond-chatbots-how-ai-tutoring-and-conversational-agents-are-reshaping-learning":3,"platform:site":132,"more:\u002Fai-learning-tools\u002Fbeyond-chatbots-how-ai-tutoring-and-conversational-agents-are-reshaping-learning":482},{"id":4,"title":5,"aiRevisedAt":6,"authors":7,"body":12,"canonical":62,"category":63,"categorySlugs":74,"cid":75,"cover":76,"description":80,"extension":81,"featured":82,"language":83,"meta":84,"navigation":85,"noindex":82,"ogImage":86,"path":87,"publishedAt":88,"readingMinutes":58,"recipe":62,"related":89,"revisedAt":62,"seo":120,"seoDescription":80,"seoTitle":5,"sortKey":62,"sources":121,"stem":125,"tagSlugs":126,"tags":127,"translations":128,"type":129,"url":130,"__hash__":131},"platformItems\u002Fplatform\u002Fitems\u002F86307.md","From Q&A to Guided Discovery: Building AI Tutors That Actually Teach","2026-10-21T07:00:11.000Z",[8],{"name":9,"slug":10,"role":11},"Morgan Walker","morgan-walker","author",{"type":13,"value":14,"toc":53},"minimark",[15,20,24,32,36,39,43,46,50],[16,17,19],"h3",{"id":18},"shaping-prompts-so-an-ai-tutor-guides-instead-of-answers","Shaping Prompts So an AI Tutor Guides Instead of Answers",[21,22,23],"p",{},"If a conversational agent is to function as a Socratic tutor, its prompts have to be built around guided discovery rather than handing over solutions. 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