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docs(literature): add governance-mapping literature review - #19

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felipelago17 merged 1 commit into
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Jun 24, 2026
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docs(literature): add governance-mapping literature review#19
felipelago17 merged 1 commit into
mainfrom
claude/repo-docs-metadata-d92155

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Summary

  • Add docs/literature/governance-mapping.md — an 8-section scholarly companion review for the Governance Mapping page, covering:
    • The proliferation problem and the case for crosswalks (MIT AI Risk Repository / AGORA)
    • NIST AI RMF as mapping spine, including agentic-profile extensions and the operational-detail critique
    • EU AI Act Article 9 and the classification–measurement gap (Schuett 2023/2024; arXiv:2512.13907)
    • RSP/ASL capability thresholds and frontier safety frameworks (Koessler & Schuett 2024; Anderljung et al. 2024)
    • The score-to-obligation inference gap (Weidinger et al. 2023; arXiv:2601.23112; sandbagging; Evaluation Differential)
    • ATLAS × OWASP × NIST security taxonomy crosswalk precedent
    • Synthesis and four open problems for the mapping artefact
    • 30-entry Elsevier-style reference list
  • Wire into mkdocs.yml Literature nav after "Governance Frameworks"

Test plan

  • mkdocs build --strict passes with no warnings
  • Page renders under Literature → Governance Mapping in site nav
  • Internal cross-links (adversarial-ml-taxonomy, governance_mapping) resolve correctly

🤖 Generated with Claude Code

https://claude.ai/code/session_01WFc4mqrrwQKn4ieExoB1rX


Generated by Claude Code

Add docs/literature/governance-mapping.md — a scholarly companion review
for the governance_mapping page, covering: the proliferation-problem case
for crosswalks (MIT AI Risk Repository), NIST AI RMF as mapping spine,
EU AI Act Article 9 and the classification–measurement gap, RSP/ASL
capability thresholds (Koessler & Schuett 2024; Anderljung et al. 2024),
the score-to-obligation inference gap (Weidinger et al.; arXiv:2601.23112;
sandbagging; Evaluation Differential), and ATLAS/OWASP security taxonomy
crosswalk precedent. Includes 30-entry Elsevier-style reference list.

Wire into mkdocs.yml Literature nav after Governance Frameworks.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WFc4mqrrwQKn4ieExoB1rX
@felipelago17
felipelago17 merged commit 196d82d into main Jun 24, 2026
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2 participants