AI for Education
From campus-wide rollouts to national teacher pilots and personal study paths: where AI actually saves time in education, and where it just changes the format.
AI in education arrives in three layers: universities handing out accounts in bulk, national pilots where teachers run a first round, and individuals using it to plan study paths and drill exercises. The savings concentrate in repetitive work: grading, routine questions, organising materials. Course design and academic-integrity judgement are different — AI mostly changes the format there, and the decision still belongs to a human.
