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| type | title | author | url | date_published | date_archived | domain | status | processed_by | tags | sourced_via | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| source | Empirical Evidence: AI Coordination and Governance Mechanisms That Changed Behavior | Theseus research agent (multi-source web synthesis) | null | 2026-03-16 | 2026-03-16 | ai-alignment | processing | theseus |
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Theseus research agent — 45 web searches synthesized from Brookings, Stanford FMTI, EU legislation, OECD, government publications, TechCrunch, TIME, CNN, Fortune, academic papers |
Empirical Evidence: AI Coordination and Governance Mechanisms That Changed Behavior
Core finding: almost no international AI governance mechanism has produced verified behavioral change at frontier AI labs. Only three mechanisms work: (1) binding regulation with enforcement teeth (EU AI Act, China), (2) export controls backed by state power, (3) competitive/reputational pressure through markets.
Behavioral Change Tier List
Tier 1 — Verified behavioral change:
- EU AI Act: Apple paused Apple Intelligence in EU, Meta changed ads, EUR 500M+ fines (DMA). Companies preemptively modifying products.
- China's AI regulations: mandatory algorithm filing, content labeling, criminal enforcement. First binding generative AI regulation (Aug 2023).
- US export controls: most impactful mechanism. Tiered country system, deployment caps, Nvidia designing compliance chips. Geopolitically motivated, not safety-motivated.
Tier 2 — Institutional infrastructure, uncertain behavioral change:
- AI Safety Institutes (UK, US, Japan, Korea, Canada). US-UK joint o1 evaluation. But no blocking authority, US AISI defunded/rebranded.
- Third-party evaluation (METR, Apollo Research). Fragile, no regulatory mandate.
Tier 3 — Partial voluntary compliance:
- Watermarking: 38% implementation. Google SynthID, Meta AudioSeal. Anthropic the only major lab without one.
- Red-teaming: self-reported, limited external verification.
Tier 4 — No verified behavioral change:
- ALL international declarations (Bletchley, Seoul, Paris, Hiroshima, OECD, UN)
- Frontier Model Forum
- White House voluntary commitments
Key Evidence Points
- Stanford FMTI transparency scores DECLINING: -17 points mean (2024→2025). Meta -29, Mistral -37, OpenAI -14.
- OpenAI explicitly made safety conditional on competitor behavior (Preparedness Framework v2, Apr 2025).
- OpenAI removed "safely" from mission statement (Nov 2025).
- OpenAI dissolved Superalignment team (May 2024) and Mission Alignment team (Feb 2026).
- Google accused by 60 UK lawmakers of violating Seoul commitments (Gemini 2.5 Pro, Apr 2025).
- 450+ organizations lobbied on AI in 2025 (up from 6 in 2016). $92M in lobbying fees Q1-Q3 2025.
- SB 1047 (CA AI safety bill) vetoed after heavy industry lobbying.
- Anthropic's own language: RSP "very hard to meet without industry-wide coordination."
Novel Mechanisms
- Compute governance: export controls work but geopolitically motivated. KYC for compute proposed, not implemented.
- Insurance/liability: market projected $29.7B by 2033. Creates market incentives aligned with safety.
- Third-party auditing: METR, Apollo Research. Apollo warns ecosystem unsustainable without regulatory mandate.
- Futarchy: implemented for DAO governance (MetaDAO, Optimism experiment) but not yet for AI governance.