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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.

  1. S01
    OECD Digital Education Outlook 2026

    OECD report / dated 2026 / retrieved 2026-07-09

  2. S02
    Preliminary Report of the Independent International Scientific Panel on AI

    UN scientific report / published 2026-07-01 / retrieved 2026-07-09

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