SECSEC-001 — Model Security Vulnerabilities
Generative AI Enables Students to Bypass Core Learning Processes
4/5Sector: EducationGeography: GlobalStage: OperateIngested: —
Executive Summary
Students are using generative AI to complete academic work without engaging in the underlying learning process. Institutions face reputational, accreditation, and regulatory risk if assessment integrity cannot be assured.
Domain
Security & Privacy
Blindspots in model security, data poisoning, privacy leakage, infrastructure, model theft, and incident response.
Source
MIT AI Risk Repository — AI Risk Atlas (IBM2025) ↗https://airisk.mit.edu/
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