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AI · arxiv.org · Monday, 20 July 2026

Why AI firms still can’t profit from safety—and how independent certification could fix it

Responsible AI practices have built robust risk mitigation, but the market still fails to reward genuine trustworthiness. Papakonstantis argues that without an independent, outcome‑based certification regime, safety, fairness, and oversight remain invisible to users, regulators, and investors. Introducing such certification would make trustworthy AI measurable, comparable, and commercially valuable.

Read the source: arxiv.org ↗In the 20 July issue →