The Confidence–Controls Gap: Why AI Assessment Is Heading for a Reckoning
Across hiring and education, AI is already deciding who gets seen, shortlisted, or passed over. Tools built on large language models can read thousands of CVs, mark essays, and sort candidates faster and cheaper than any human team. The efficiency story is compelling. The safety story is not.











