# kaal:claim:5095633-037

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

**Type.** failure  **Support.** argued

**Holds when.**

- diverse dataset tasks such as medical annotation and content moderation

**Source quote.**

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

**From.** Wulf A. Kaal, *Artificial Intelligence The Final Frontier* (2025), 5.4.5. Numeraire, page 20

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

**Verify.** sha256 of source PDF `cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20Artificial%20Intelligence%20The%20Final%20Frontier.pdf

**Failure mode.** predictive accuracy tunnel vision  (family: measurement-and-metric-failure)

**Topics.** reputation, governance-design, ai-and-agents

**Keywords.** numeraire, staking, reputation-systems, ai-governance

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.