Merge pull request 'extract: 2026-01-00-brundage-frontier-ai-auditing-aal-framework' (#1359) from extract/2026-01-00-brundage-frontier-ai-auditing-aal-framework into main

inbox/queue/.extraction-debug/2026-01-00-brundage-frontier-ai-auditing-aal-framework.json

@@ -0,0 +1,38 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "frontier-ai-auditing-limited-to-voluntary-collaborative-model-because-deception-resilient-verification-not-technically-feasible.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "voluntary-collaborative-auditing-shares-structural-weakness-of-responsible-scaling-policies-requiring-lab-cooperation-to-function.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 8,
+    "rejected": 2,
+    "fixes_applied": [
+      "frontier-ai-auditing-limited-to-voluntary-collaborative-model-because-deception-resilient-verification-not-technically-feasible.md:set_created:2026-03-19",
+      "frontier-ai-auditing-limited-to-voluntary-collaborative-model-because-deception-resilient-verification-not-technically-feasible.md:stripped_wiki_link:safe-AI-development-requires-building-alignment-mechanisms-b",
+      "frontier-ai-auditing-limited-to-voluntary-collaborative-model-because-deception-resilient-verification-not-technically-feasible.md:stripped_wiki_link:voluntary-safety-pledges-cannot-survive-competitive-pressure",
+      "frontier-ai-auditing-limited-to-voluntary-collaborative-model-because-deception-resilient-verification-not-technically-feasible.md:stripped_wiki_link:AI-transparency-is-declining-not-improving-because-Stanford-",
+      "voluntary-collaborative-auditing-shares-structural-weakness-of-responsible-scaling-policies-requiring-lab-cooperation-to-function.md:set_created:2026-03-19",
+      "voluntary-collaborative-auditing-shares-structural-weakness-of-responsible-scaling-policies-requiring-lab-cooperation-to-function.md:stripped_wiki_link:voluntary-safety-pledges-cannot-survive-competitive-pressure",
+      "voluntary-collaborative-auditing-shares-structural-weakness-of-responsible-scaling-policies-requiring-lab-cooperation-to-function.md:stripped_wiki_link:Anthropics-RSP-rollback-under-commercial-pressure-is-the-fir",
+      "voluntary-collaborative-auditing-shares-structural-weakness-of-responsible-scaling-policies-requiring-lab-cooperation-to-function.md:stripped_wiki_link:only-binding-regulation-with-enforcement-teeth-changes-front"
+    ],
+    "rejections": [
+      "frontier-ai-auditing-limited-to-voluntary-collaborative-model-because-deception-resilient-verification-not-technically-feasible.md:missing_attribution_extractor",
+      "voluntary-collaborative-auditing-shares-structural-weakness-of-responsible-scaling-policies-requiring-lab-cooperation-to-function.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-19"
+}

inbox/queue/2026-01-00-brundage-frontier-ai-auditing-aal-framework.md

@@ -7,9 +7,13 @@ date: 2026-01-01
 domain: ai-alignment
 secondary_domains: []
 format: paper
-status: unprocessed
+status: null-result
 priority: high
 tags: [evaluation-infrastructure, third-party-audit, AAL-framework, voluntary-collaborative, deception-resilient, governance-gap]
+processed_by: theseus
+processed_date: 2026-03-19
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -56,3 +60,15 @@ PRIMARY CONNECTION: [[safe AI development requires building alignment mechanisms
 WHY ARCHIVED: Most comprehensive description of the evaluation infrastructure field in early 2026. Defines the gap between current capability and what rigorous evaluation requires. The technical infeasibility of deception-resilient evaluation (AAL-3/4) is a major finding that strengthens B1's "not being treated as such" claim.
 
 EXTRACTION HINT: Focus on the AAL framework structure, the technical infeasibility of AAL-3/4, and the voluntary-collaborative limitation. These three elements together describe the core gap in evaluation infrastructure.
+
+
+## Key Facts
+- AAL-1 represents current peak practice: time-bounded system audits relying substantially on company-provided information
+- AAL-2 is near-term goal: greater access to non-public information, less reliance on company statements, not yet standard
+- AAL-3 and AAL-4 require deception-resilient verification and are currently not technically feasible
+- METR and AISI currently perform AAL-1 level evaluations
+- Paper has 28+ authors from 27 organizations including GovAI, MIT CSAIL, Cambridge, Stanford, Yale, Anthropic contributors, Epoch AI, Apollo Research
+- Yoshua Bengio is a co-author
+- Published January 2026, approximately 3 months after Anthropic RSP rollback
+- Adoption model relies on market-based incentives: competitive procurement, insurance differentiation, audit credentials as competitive advantage
+- Current adoption is voluntary and concentrated among a few developers with only emerging pilots