kaal:claim:5095633-037

Numeraire's staking and prediction-based reputation mechanism, tuned to predictive accuracy, overlooks the ethical and contextual concerns that characterize AI dataset governance.

The narrow focus on predictive accuracy overlooks the broader ethical and contextual concerns that characterize AI governance.

Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025), 5.4.5. Numeraire, p. 20
https://ssrn.com/abstract=5095633 · source PDF

Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

• diverse dataset tasks such as medical annotation and content moderation

failuresupport: arguedfailure: predictive accuracy tunnel visionfamily: measurement-and-metric-failurereputationgovernance-designai-and-agents

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• Extension: Ethical Concerns in Artificial Intelligence (AI)
• Extension: AICOS: A Governance-First Deterministic Decision Infrastructure for Human-Final AI Systems