The major AI literacy frameworks name governing and managing AI as a competence and stop short of measuring it. This working paper introduces the Human Enhancement Quotient, a behavior-anchored instrument that scores the governance relationship between a human authority and a machine capability inside a working decision process, with a universal floor keyed to irreversible consequence and an audit record reviewable on appeal.
AI Literacy
The Continued Failure in AI Literacy: AILit produced a starting point halfway through the race and called theory a framework
A new OECD and European Commission framework will shape how a generation learns to use AI, and it feeds the PISA 2029 assessment. It names the method that produces learning, and then it makes every step toward that method optional. Read why that choice matters, and what a checkpoint that actually binds a decision requires.
From Literacy to Labor Market Architecture: What the Department of Labor’s AI Announcement Actually Builds
The DOL Make America AI Ready initiative launched the public facing first mile of a worker first AI workforce agenda, connecting the AI Literacy Framework, America’s Talent Strategy, and the White House AI Action Plan into a single operational delivery stack. The Department of Labor’s March 24, 2026 announcement looks small on the surface. A […]