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The Watchtower Imperative: Lifespan-Calibrated Evaluation for Frontier AI

Paper recorded by Signals 4 on 2026-10-26 in cs.AI. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-26 on arXiv · recorded by Signals 4 on 2026-10-27

Category: cs.AI · 人工智能 · first seen 2026-10-27

Abstract

The gap between AI capability deployment and safety assurance is structural and cannot be closed through internal evaluations alone. Analyzing documented harms (2017-2026) across the human lifespan reveals that disparate incidents --- from voice assistants endangering children to AI companions implicated in adolescent suicide and automated care denials for the elderly --- reflect a single failure:

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#158 most recent of 960 cs.AI papers we have recorded · ↑ newer: Multi-Objective Reinforcement Learning Using Routed Ensembles and Traj · ↓ older: Can JEV Support Clinical Trial Criteria Assessment?

Cite this page: The Watchtower Imperative: Lifespan-Calibrated Evaluation for Frontier AI: the #158 most recent of 960 cs.AI papers we have recorded (as of 2026-10-26). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/the-watchtower-imperative-lifespan-calibrated-evaluation-for-frontier-ai.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json

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