Hiring

Hiring for Capability: Applied AI and the Skills-First Bet

Skills-first hiring promises to judge people on what they can do, not the credentials they happen to hold. Doing that at scale means making fast judgments about capability — and that is exactly where applied AI helps, and exactly where it can do the most damage.

Skills-first hiring asks software to judge capability, not credentials. That is a judgment problem, not a filtering one — and the bias and explainability burden is the whole game. Where applied AI fits, and where a human still decides.