extract: 2025-02-00-beers-toner-pet-ai-external-scrutiny
Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
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{
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"rejected_claims": [
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{
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"filename": "privacy-enhancing-technologies-enable-independent-ai-scrutiny-without-ip-compromise-but-legal-authority-to-require-scrutiny-does-not-exist.md",
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"issues": [
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"missing_attribution_extractor"
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]
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}
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],
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"validation_stats": {
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"total": 1,
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"kept": 0,
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"fixed": 4,
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"rejected": 1,
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"fixes_applied": [
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"privacy-enhancing-technologies-enable-independent-ai-scrutiny-without-ip-compromise-but-legal-authority-to-require-scrutiny-does-not-exist.md:set_created:2026-03-19",
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"privacy-enhancing-technologies-enable-independent-ai-scrutiny-without-ip-compromise-but-legal-authority-to-require-scrutiny-does-not-exist.md:stripped_wiki_link:voluntary-safety-pledges-cannot-survive-competitive-pressure",
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"privacy-enhancing-technologies-enable-independent-ai-scrutiny-without-ip-compromise-but-legal-authority-to-require-scrutiny-does-not-exist.md:stripped_wiki_link:only-binding-regulation-with-enforcement-teeth-changes-front",
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"privacy-enhancing-technologies-enable-independent-ai-scrutiny-without-ip-compromise-but-legal-authority-to-require-scrutiny-does-not-exist.md:stripped_wiki_link:safe-AI-development-requires-building-alignment-mechanisms-b"
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],
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"rejections": [
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"privacy-enhancing-technologies-enable-independent-ai-scrutiny-without-ip-compromise-but-legal-authority-to-require-scrutiny-does-not-exist.md:missing_attribution_extractor"
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]
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},
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"model": "anthropic/claude-sonnet-4.5",
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"date": "2026-03-19"
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}
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@ -7,9 +7,13 @@ date: 2025-02-01
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domain: ai-alignment
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domain: ai-alignment
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secondary_domains: []
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secondary_domains: []
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format: paper
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format: paper
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status: unprocessed
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status: null-result
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priority: high
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priority: high
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tags: [evaluation-infrastructure, privacy-enhancing-technologies, OpenMined, external-scrutiny, Christchurch-Call, AISI, deployed]
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tags: [evaluation-infrastructure, privacy-enhancing-technologies, OpenMined, external-scrutiny, Christchurch-Call, AISI, deployed]
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processed_by: theseus
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processed_date: 2026-03-19
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extraction_model: "anthropic/claude-sonnet-4.5"
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extraction_notes: "LLM returned 1 claims, 1 rejected by validator"
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---
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---
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## Content
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## Content
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@ -53,3 +57,11 @@ PRIMARY CONNECTION: [[safe AI development requires building alignment mechanisms
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WHY ARCHIVED: Provides evidence that the technical barrier to independent AI evaluation is solvable. The key insight — technology ready, legal framework missing — precisely locates the bottleneck in evaluation infrastructure development.
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WHY ARCHIVED: Provides evidence that the technical barrier to independent AI evaluation is solvable. The key insight — technology ready, legal framework missing — precisely locates the bottleneck in evaluation infrastructure development.
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EXTRACTION HINT: Focus on the technology-law gap: PET infrastructure works (two deployments), but legal authority to require frontier AI labs to submit to independent evaluation doesn't exist. This is the specific intervention point.
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EXTRACTION HINT: Focus on the technology-law gap: PET infrastructure works (two deployments), but legal authority to require frontier AI labs to submit to independent evaluation doesn't exist. This is the specific intervention point.
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## Key Facts
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- Helen Toner was Director of Strategy at CISA
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- Helen Toner is at Georgetown
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- The Christchurch Call is a voluntary initiative
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- UK AI Safety Institute has conducted frontier model evaluations using PET infrastructure
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- The paper was published February 2025
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