Why applying the UGC's plagiarism rules to detect AI may kill deep creativity

What You Should Know
India’s University Grants Commission (UGC) is proposing rules for AI use in higher education that critics argue could undermine students’ creativity and independent thinking. The concern is not simply that students might use AI to cheat, but that overly restrictive or poorly designed AI policies could discourage experimentation and the kind of productive struggle that helps students develop original ideas.
Why should educators care? The goal shouldn’t be to eliminate AI from education—or allow it without boundaries. Institutions should give students clear guidance and meaningful opportunities to use AI thoughtfully while still doing the thinking and creative work themselves. Typerighter helps institutions set clear, nuanced boundaries around AI use while making the writing process visible, giving students room to experiment without allowing AI to replace their own ideas and effort.
The University Grants Commission's (UGC) existing plagiarism regulations are now being widely applied by universities to identify Artificial Intelligence (AI)-generated content in doctoral theses. Under these interpretations, research work showing 10-40% similarity or AI-assisted writing must be revised and resubmitted within six months; cases between 40% and 60% face a one-year bar on re-submission, while anything exceeding 60% can result in cancellation of Ph.D. registration. The intent is understandable, as these steps address real fears that excessive AI use might undermine independent human analysis but the approach's over-reliance on detection makes it less reliable. [Read the full article.]