A UPSC Mains examination prompt asks candidates to evaluate a professor using AI to generate a Ph.D. report. This specific scenario tests the ethical boundaries of automated grading in higher education. It reflects a growing regulatory focus on academic honesty. Practitioners should note how government bodies now formalize the debate over AI-assisted professional evaluations.