AI Literacy

A 2016 EAAI paper used AI literacy when describing secondary-school education in AI fundamentals. Long and Magerko's 2020 CHI paper then synthesized prior interdisciplinary work into competencies and design considerations for non-technical audiences. International frameworks expanded the educational treatment of critical evaluation, ethics, and responsible creation. The EU AI Act made literacy operational for providers and deployers, and Regulation (EU) 2026/1744 amended Article 4 while retaining an organizational duty to support its development.

Sources: s1, s2, s3, s4, s5

People cannot exercise meaningful oversight if they cannot identify an AI system's role, check its output, recognize limitations, or escalate uncertainty. Role-specific literacy supports safer procurement, deployment, supervision, and communication with affected people. It also reduces the risk of treating confident output as evidence. For organizations subject to EU law, literacy measures now form part of compliance, but compliance activity should not replace broader learning goals.

Sources: s2, s3, s4

A company can map who selects, configures, supervises, and relies on each AI system, then tailor learning to those tasks. A general module may cover capabilities, hallucinations, data, and escalation; a high-risk-system operator may need deeper human-oversight practice. The organization records measures and refreshes them as systems change. A generic annual video, without regard to role or risk, is weak evidence of effective literacy.

Sources: s2, s3

Literacy is difficult to reduce to attendance, a certificate, or one test. Programs can become generic compliance theater, overlook contractors or affected people, and age as systems change. Article 4 does not prescribe one format and, after the 2026 amendment, does not mandate a specific or sufficient individual level. Organizations should connect learning objectives to actual systems and risks, test practical judgment, document measures, and revisit gaps after incidents or material changes.

Sources: s2, s3, s4