What hiring systems actually evaluate in résumés in 2026 is not creativity or personality, but interpretability and confidence. Katina Ndlovu explains how AI-assisted hiring systems classify candidates, why ambiguity leads to omission, and what structural signals increase the chance of reaching human review.