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THE HUMAN YIELD
SECTION 15
ISSUE 001
PROJECTIONprovocation1-3yconfidence / high
Students Deserve Model Sovereignty
Provocation: learners should be able to inspect, export, and delete the profile an AI tutor builds about their misconceptions, motivation, language, and pace. Schools should prohibit these models from becoming permanent behavioral dossiers or advertising assets, especially when students cannot meaningfully refuse participation.
Why this idea is here
What the evidence establishes.
OECD calls for human-centered educational deployment; the UN panel places autonomy, child safety, rights, and cultural flourishing within AI governance.
Source ledger
Read the sources.
- S01OECD Digital Education Outlook 2026
OECD report / dated 2026 / retrieved 2026-07-09
- S02Preliminary Report of the Independent International Scientific Panel on AI
UN scientific report / published 2026-07-01 / retrieved 2026-07-09