Artificial intelligence is entering education as infrastructure through which educational judgment increasingly flows.
Universities and school systems are integrating AI into grading, tutoring, admissions screening, advising, curriculum design, and research workflows at remarkable speed. In doing so, institutions are not simply adopting software tools. They are delegating portions of evaluative and creative authority to systems designed, updated, and governed outside the educational institution itself.
This shift introduces a governance problem that current debates rarely confront directly. When institutional judgment is partially automated, responsibility does not disappear. Instead, it becomes structurally ambiguous.
Who remains accountable when educational authority is mediated by platforms operating beyond institutional control.
