# Restricting AI for Beginners May Preserve Future Expertise Norwegian schools and NY law firm implement AI restrictions for novices. - **Source:** [Fast Company](https://www.fastcompany.com) - **Published:** 2026-07-15 - **Topic:** [Data & AI](https://brifing.si/c/data-ai) - **Original article:** - **On Brifing:** https://brifing.si/s/4ff81478-a242-4216-8657-5ea294e407b8 ## Shifting Paradigm in AI Usage Norway's education system and a New York law firm made similar decisions to restrict AI use for beginners. This approach aims to preserve fundamental skill development. ## AI Ban in Norwegian Education The Norwegian government announced primary students will stop using generative AI this fall. The decision seeks to protect basic learning skills. ## Legal Sector Example Law firm Barclay Damon requires junior lawyers to work without AI for their first three years. Only afterward can they use AI to check their work. ## Long-Term Expertise Concerns Experts warn early AI use might hinder fundamental skill development, potentially creating a shortage of qualified professionals in a decade. ## Gradual AI Integration The proposed solution is phased AI integration after mastering core skills. This balanced approach supports both traditional expertise and technology use. ## Transforming Education and Professions These developments show we must rethink education and professional development models in the AI age. Preserving fundamental skills is crucial for nurturing future experts. ## Sources covering this story - https://www.fastcompany.com/91572073/want-experts-in-ten-years-keep-ai-away-from-your-beginners-today — --- _Summary written by Brifing from the original reporting. Copyright in the original article belongs to its publisher; read the full piece at the link above._