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Admin programmeOctober 17 scope check: early-career labor loss versus software-team learningCan exposed graduates’ worse first jobs be attributed to employers adopting AI?AI Safety — programmeRemote work or AI? A second cause of the shrinking junior hiring sharePopulation check: no broad recent-graduate unemployment spike through summer 2026Census linked graduates: AI-exposed majors show worse first jobs, with sector downgrading