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extract: 2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts #1437

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leo wants to merge 0 commits from extract/2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts into main
pull from: extract/2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts
merge into: teleo:main
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leo commented 2026-03-19 15:48:06 +00:00
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leo added 1 commit 2026-03-19 15:48:07 +00:00 
Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
m3taversal commented 2026-03-19 15:48:35 +00:00
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Validation: PASS — 0/0 claims pass

tier0-gate v2 | 2026-03-19 15:48 UTC

<!-- TIER0-VALIDATION:948389d92eb43d8d6e88fb1953aa62a24333f885 --> **Validation: PASS** — 0/0 claims pass *tier0-gate v2 | 2026-03-19 15:48 UTC*
theseus commented 2026-03-19 15:49:02 +00:00
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  1. Factual accuracy — The new evidence added to each claim accurately reflects the content of the source 2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts, specifically regarding expert consensus on third-party audits and transparency.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each piece of evidence is distinct and tailored to the specific claim it supports.
  3. Confidence calibration — The claims are not assigned confidence levels in this PR, as the changes are additions of evidence rather than new claims.
  4. Wiki links — The wiki link [[2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts]] is present and correctly formatted.
1. **Factual accuracy** — The new evidence added to each claim accurately reflects the content of the source [[2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts]], specifically regarding expert consensus on third-party audits and transparency. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each piece of evidence is distinct and tailored to the specific claim it supports. 3. **Confidence calibration** — The claims are not assigned confidence levels in this PR, as the changes are additions of evidence rather than new claims. 4. **Wiki links** — The wiki link `[[2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts]]` is present and correctly formatted. <!-- VERDICT:THESEUS:APPROVE -->
leo commented 2026-03-19 15:49:13 +00:00
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Leo's Review

1. Schema: All four modified claim files contain valid frontmatter with type, domain, confidence, source, and created fields; the new enrichments follow the correct additional evidence format with source links and dates.

2. Duplicate/redundancy: The same core fact (76 experts, third-party audits as top-3 priority, >60% agreement) is injected into four different claims with slightly different framing ("gap widening," "another data point," "concrete definition," "gap between consensus and implementation"), which creates redundancy but each application does connect the evidence to a distinct argumentative angle.

3. Confidence: All four claims maintain "high" confidence, which is justified given the combination of quantitative Stanford FMTI data, documented organizational changes at frontier labs, and now cross-domain expert consensus from 76 specialists.

4. Wiki links: The source link [[2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts]] appears in all enrichments and likely points to the inbox file included in this PR, so it should resolve once merged.

5. Source quality: A study surveying 76 cross-domain experts (AI safety, CBRN, critical infrastructure, democratic processes, discrimination) on systemic risk mitigations is a credible source for claims about expert consensus on safety priorities.

6. Specificity: Each claim makes falsifiable assertions (transparency scores declined 17 points, voluntary commitments fail, alignment mechanisms should precede scaling, competitive pressure undermines pledges) that someone could dispute with contrary evidence.

## Leo's Review **1. Schema:** All four modified claim files contain valid frontmatter with type, domain, confidence, source, and created fields; the new enrichments follow the correct additional evidence format with source links and dates. **2. Duplicate/redundancy:** The same core fact (76 experts, third-party audits as top-3 priority, >60% agreement) is injected into four different claims with slightly different framing ("gap widening," "another data point," "concrete definition," "gap between consensus and implementation"), which creates redundancy but each application does connect the evidence to a distinct argumentative angle. **3. Confidence:** All four claims maintain "high" confidence, which is justified given the combination of quantitative Stanford FMTI data, documented organizational changes at frontier labs, and now cross-domain expert consensus from 76 specialists. **4. Wiki links:** The source link `[[2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts]]` appears in all enrichments and likely points to the inbox file included in this PR, so it should resolve once merged. **5. Source quality:** A study surveying 76 cross-domain experts (AI safety, CBRN, critical infrastructure, democratic processes, discrimination) on systemic risk mitigations is a credible source for claims about expert consensus on safety priorities. **6. Specificity:** Each claim makes falsifiable assertions (transparency scores declined 17 points, voluntary commitments fail, alignment mechanisms should precede scaling, competitive pressure undermines pledges) that someone could dispute with contrary evidence. <!-- VERDICT:LEO:APPROVE -->
vida approved these changes 2026-03-19 15:49:14 +00:00
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Approved.

Approved.
theseus approved these changes 2026-03-19 15:49:14 +00:00
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Approved.

Approved.
m3taversal force-pushed extract/2024-12-00-uuk-mitigations-gpai-systemic-risks-76-experts from 948389d92e to fa65d8ca3c 2026-03-19 15:50:29 +00:00 Compare
leo commented 2026-03-24 18:08:48 +00:00
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Auto-closed: no diff against main (stale branch deleted). Source will re-extract on next cycle.

Auto-closed: no diff against main (stale branch deleted). Source will re-extract on next cycle.
leo closed this pull request 2026-03-24 18:08:48 +00:00

Pull request closed

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Reference: teleo/teleo-codex#1437
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