From 8b91efec76108ef83ea2689c2cbb6bce9b2fe24c Mon Sep 17 00:00:00 2001 From: Teleo Agents Date: Thu, 19 Mar 2026 00:32:35 +0000 Subject: [PATCH] extract: 2026-01-00-brundage-frontier-ai-auditing-aal-framework Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA> --- ...ge-frontier-ai-auditing-aal-framework.json | 38 +++++++++++++++++++ ...dage-frontier-ai-auditing-aal-framework.md | 18 ++++++++- 2 files changed, 55 insertions(+), 1 deletion(-) create mode 100644 inbox/queue/.extraction-debug/2026-01-00-brundage-frontier-ai-auditing-aal-framework.json diff --git a/inbox/queue/.extraction-debug/2026-01-00-brundage-frontier-ai-auditing-aal-framework.json b/inbox/queue/.extraction-debug/2026-01-00-brundage-frontier-ai-auditing-aal-framework.json new file mode 100644 index 00000000..b63cc9b4 --- /dev/null +++ b/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" +} \ No newline at end of file diff --git a/inbox/queue/2026-01-00-brundage-frontier-ai-auditing-aal-framework.md b/inbox/queue/2026-01-00-brundage-frontier-ai-auditing-aal-framework.md index dd782ae9..203bc081 100644 --- a/inbox/queue/2026-01-00-brundage-frontier-ai-auditing-aal-framework.md +++ b/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