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From Protocols to Evidence: Bounded Claims for AI in Service of the Common Good

arXiv · AI, language, vision and robotics · article · Sep 10, 2026 · UTC

Claims that Artificial Intelligence systems improve decisions, broaden access, reduce harm, or empower users can exceed what their evaluation establishes. Predictive performance alone does not establish safety, the presence of oversight does not establish meaningful control, and faster task completion does not establish understanding or choice. Evaluation must account for unreliable outputs and uneven performance, but also for overreliance, weakened recourse, and displaced human expertise. The harder questions are what the evidence warrants, which relations of power remain unexamined, and wher

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Evidence & attribution

First collected: 2026-09-20T18:42:18.733Z. This is not the publication date.