[{"data":1,"prerenderedAt":561},["ShallowReactive",2],{"item:\u002Fai-code-generation\u002Fai-powered-developer-productivity-tools-beyond-the-hype-real-gains":3,"platform:site":171,"more:\u002Fai-code-generation\u002Fai-powered-developer-productivity-tools-beyond-the-hype-real-gains":520},{"id":4,"title":5,"aiRevisedAt":6,"authors":7,"body":12,"canonical":100,"category":101,"categorySlugs":112,"cid":113,"cover":114,"description":118,"extension":119,"featured":120,"language":121,"meta":122,"navigation":123,"noindex":120,"ogImage":124,"path":125,"publishedAt":126,"readingMinutes":127,"recipe":100,"related":128,"revisedAt":100,"seo":159,"seoDescription":118,"seoTitle":5,"sortKey":100,"sources":160,"stem":164,"tagSlugs":165,"tags":166,"translations":167,"type":168,"url":169,"__hash__":170},"platformItems\u002Fplatform\u002Fitems\u002F86276.md","Where AI Actually Moves the Needle for Software Teams","2026-10-21T07:00:04.000Z",[8],{"name":9,"slug":10,"role":11},"Reese Hayes","reese-hayes","author",{"type":13,"value":14,"toc":90},"minimark",[15,19,24,27,30,33,37,45,48,51,54,58,61,64,67,71,74,77,80,84,87],[16,17,18],"p",{},"US engineering organizations operate under constant strain: ship features faster, keep quality intact. 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