Why AI Tools Struggle With UK-Specific Grading Standards UK higher education has distinctive academic conventions that differ from other systems. These include expectations around critical engagement, independent argumentation, and scholarly voice. AI-generated content frequently lacks awareness of these conventions. A human-written assignment