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HUMHUM-003 — Human-AI Collaboration Design Flaws

AI Disruption to Employment, Fertility and Education Norms

3/5Sector: EducationGeography: GlobalStage: OperateIngested: —

Executive Summary

AI adoption is accelerating structural shifts in how societies approach work, family formation, and learning, destabilising long-held social conventions. Educational institutions face governance pressure to address workforce displacement and shifting student expectations before policy frameworks can respond.

Domain

Human Factors

Blindspots in change management, skills, human-AI collaboration, trust, workforce, and culture.

Source

MIT AI Risk Repository — AI Safety Governance Framework (TC2602024) ↗

https://airisk.mit.edu/

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