82% of AI-assisted cheating in interviews uses methods invisible to standard proctoring tools, making detection alone insufficient as a hiring control. Fully automated Round 1 interviews measure fluency, not actual skill, because they lack live follow-up questions that expose scripted or AI-generated answers. Junior and campus pipelines run the fewest interview rounds and show the highest