Casey M. Williams
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The Watchtower Imperative: Lifespan-Calibrated Evaluation for Frontier AI
According to the abstract, Williams and Scurrell argue that documented AI harms from 2017 to 2026 across the human lifespan share one cause: systems are evaluated against an implicit adult user. They propose a Lifespan Vulnerability Matrix and a three-tier external evaluation framework.