August 11, 2026·6 min read
Ai Literacy SkillsAi Output Evaluation SkillsAi Tool Selection SkillsAssess Developer Judgment With AiEvaluate Prompt Quality For DevelopersHow To Assess Ai Assisted CodingHow To Evaluate Prompt Engineering SkillsHuman In The Loop Skills AssessmentPrompt Quality AssessmentResponsible Ai Use For Developers
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.
Read more
