Human In The Loop Skills Assessment

Everyone Says They Use AI Daily. Watching Them Do It Tells a Different Story.

Every candidate now claims AI fluency, so the claim carries no information. Here is what tool choice, context giving, verification and responsible use look like when you actually watch someone work, and the tasks that surface each one.