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    "turn23search3": {
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    "turn4search3": {
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      "urls": [
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    "turn15search2": {
      "urls": [
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      ],
      "basis": "supplied bibliography association; not original-session identity authentication"
    },
    "turn15search6": {
      "urls": [
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      "basis": "supplied bibliography association; not original-session identity authentication"
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      "basis": "supplied bibliography association; not original-session identity authentication"
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      "urls": [
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      ],
      "basis": "supplied bibliography association; not original-session identity authentication"
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      "urls": [
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      "basis": "supplied bibliography association; not original-session identity authentication"
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    "turn16search13": {
      "urls": [
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      "urls": [
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      "urls": [
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      "urls": [
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      ],
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      "urls": [
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      "urls": [
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      ],
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      "urls": [
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      "urls": [
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      ],
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      "urls": [
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      ],
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      "urls": [
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  ],
  "sources": [
    {
      "title": "**The White House.** *Promoting Advanced Artificial Intelligence Innovation and Security*, Executive Order 14409, June 2, 2026. Establishes capability-oriented cyber benchmarking and voluntary early government access; expressly disclaims authority for mandatory model licensing/preclearance.  ",
      "urls": [
        "https://www.whitehouse.gov/presidential-actions/2026/06/promoting-advanced-artificial-intelligence-innovation-and-security/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**The White House.** *America's AI Action Plan*, July 2025. Important primary source for the U.S. government's affirmative support for open-source/open-weight models.  ",
      "urls": [
        "https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**U.S. House of Representatives.** *Frontier Risk Oversight, National Transparency, Independent Evaluation, and Reporting Act (FRONTIER Act), H.R. 9925*, introduced July 23, 2026. Primary statutory text for \\(10^{26}\\)-operation frontier threshold, large/very-large developer definitions, risk frameworks and IVO regime.  ",
      "urls": [
        "https://www.govinfo.gov/content/pkg/BILLS-119hr9925ih/xhtml/BILLS-119hr9925ih.html"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**U.S. Government Publishing Office.** H.R. 9925 bill metadata and legislative status.  ",
      "urls": [
        "https://www.govinfo.gov/app/details/BILLS-119hr9925ih"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Senators Michael Bennet and Peter Welch.** *AI Regulator Act — Section-by-Section*, September 2026. Proposal for an independent Federal Digital Commission and temporary public-distribution restrictions on frontier models.  ",
      "urls": [
        "https://www.bennet.senate.gov/wp-content/uploads/2026/09/AI-Regulator-Act-Section-by-Section-FINAL.pdf"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**U.S. Congress.** *Future of Artificial Intelligence Innovation Act of 2026*, S. 3952. Useful counterexample emphasizing voluntary standards, testbeds and government evaluation science rather than model licensing.  ",
      "urls": [
        "https://www.govinfo.gov/content/pkg/BILLS-119s3952is/xhtml/BILLS-119s3952is.html"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**U.S. Department of Justice, Antitrust Division.** *AI Workshop Summary Report*. Particularly useful for competition analysis of open models, AI-stack choke points and the possibility that compliance requirements favour large incumbents.  ",
      "urls": [
        "https://www.justice.gov/atr/media/1385586/dl"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**California Legislature.** *SB 53* legislative materials, 2025–26 session. Primary state-level frontier-model framework.  ",
      "urls": [
        "https://leginfo.legislature.ca.gov/faces/billNavClient.xhtml?bill_id=202520260SB53"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**New York State Senate.** *RAISE Act / General Business Law Article 44-B*. Frontier-developer risk-framework and incident-reporting regime.  ",
      "urls": [
        "https://www.nysenate.gov/legislation/laws/GBS/A44-B"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Anthropic.** *Policy on the AI Exponential*, 2026. Anthropic's strongest current statement supporting federal catastrophic-risk regulation, evaluations and security obligations.  ",
      "urls": [
        "https://www.anthropic.com/policy-on-the-ai-exponential"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Anthropic.** *Our position on open-weights models*, July 2026. Critical primary source: rejects a blanket open-weight ban while supporting mandatory testing of all sufficiently capable models and targeted chip/distillation controls.  ",
      "urls": [
        "https://www.anthropic.com/news/position-open-weights-models"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Anthropic.** *Transparency Hub — Voluntary Commitments*. Details Anthropic's Responsible Scaling Policy, Frontier Compliance Framework, access controls and weight security.  ",
      "urls": [
        "https://www.anthropic.com/transparency/voluntary-commitments"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**OpenAI.** *The AI policy window is open. We need to act.*, September 9, 2026. Supports mandatory capability-based national regulation while explicitly rejecting frontier safety as disguised anti-open-weight policy and advocating small-developer exclusions.  ",
      "urls": [
        "https://openai.com/index/ai-policy-window/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**OpenAI.** *A blueprint for democratic governance of frontier AI*, June 3, 2026. Federal framework proposal covering evaluations, incident reporting, model-weight security, resilience and government evaluation capacity.  ",
      "urls": [
        "https://openai.com/index/frontier-safety-blueprint/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**OpenAI.** *A Blueprint for a Federal Framework* — full report.  ",
      "urls": [
        "https://cdn.openai.com/pdf/25752ecb-0e5c-47f9-b9e4-c0f4d76f8d3d/a-blueprint-for-a-federal-framework.pdf"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Google.** Kent Walker, *A pragmatic approach to AI governance in America*, June 25, 2026. Proposes a federally overseen, industry-backed institution and voluntary independent frontier-model audits.  ",
      "urls": [
        "https://blog.google/company-news/outreach-and-initiatives/public-policy/white-paper-ai-regulation/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Google.** *2026 Responsible AI Progress Report*, February 18, 2026. Source for Google's lifecycle evaluation and monitoring practices.  ",
      "urls": [
        "https://blog.google/innovation-and-ai/products/responsible-ai-2026-report-ongoing-work/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Meta.** *Our Approach to Frontier AI*, February 2025. Meta's frontier-risk framework and important primary evidence that open-release advocacy can coexist with catastrophic-risk evaluation.  ",
      "urls": [
        "https://about.fb.com/news/2025/02/meta-approach-frontier-ai/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Meta.** *Meta is Signing the EU AI Act Code of Practice on Transparency of AI-Generated Content*, July 28, 2026. Evidence of selective rather than categorical opposition to AI regulation.  ",
      "urls": [
        "https://about.fb.com/news/2026/07/meta-is-signing-the-eu-ai-act-code-of-practice-on-transparency-of-ai-generated-content/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Microsoft and coalition signatories.** *Open Weights and American AI Leadership*, July–August 2026. Major counterevidence to claims that incumbent technology firms uniformly favour closed-model restrictions.  ",
      "urls": [
        "https://www.microsoft.com/en-us/corporate-responsibility/topics/open-weight/"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**Linux Foundation.** *Open Models and Open Weights Are Foundational to Secure AI*, July 27, 2026. Open-ecosystem policy case linking model availability to security, competition and technological sovereignty.  ",
      "urls": [
        "https://www.linuxfoundation.org/blog/open-models-and-open-weights-are-foundational-to-secure-ai"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**European Parliament and Council.** *Regulation (EU) 2024/1689 — Artificial Intelligence Act*, June 13, 2024, as applicable through 2026. Authoritative legal text for GPAI and systemic-risk obligations.  ",
      "urls": [
        "https://eur-lex.europa.eu/eli/reg/2024/1689/oj/eng"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**European Commission.** *Guidelines for providers of general-purpose AI models*, 2026. Clarifies GPAI scope, modification rules and open-source exemptions.  ",
      "urls": [
        "https://digital-strategy.ec.europa.eu/en/policies/guidelines-gpai-providers"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**European Commission.** *General-purpose AI obligations under the AI Act*. Concise official account of technical documentation, copyright, systemic-risk evaluation, incident reporting and cybersecurity duties, including \\(10^{25}\\)-FLOP presumption.  ",
      "urls": [
        "https://digital-strategy.ec.europa.eu/en/factpages/general-purpose-ai-obligations-under-ai-act"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**European Commission.** *The General-Purpose AI Code of Practice*. Includes current signatory list and xAI's partial signing position.  ",
      "urls": [
        "https://digital-strategy.ec.europa.eu/en/policies/contents-code-gpai"
      ],
      "basis": "supplied bibliography association",
      "verification": "bibliographic pointer; selected content checks recorded separately"
    },
    {
      "title": "**UK Government.** *AI Opportunities Action Plan — 2026 Progress*. Official source for AISI funding, staff numbers, model evaluations and the government's current targeted-regulation stance.  ",
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    {
      "title": "**UK AI Security Institute.** *Frontier AI Trends Report*. Among the most useful independent empirical sources in this dossier for cyber capability, safeguard effectiveness, biology-related testing and limitations of existing models.  ",
      "urls": [
        "https://www.aisi.gov.uk/frontier-ai-trends-report"
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    {
      "title": "**UK AI Security Institute.** Research database. Contains work on cyber agents, autonomous replication, control, safeguard failures and 2026 unsanctioned-agent behaviour.  ",
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      "title": "**Government of Canada, Innovation, Science and Economic Development Canada.** *Canada's National Artificial Intelligence Strategy: AI for All*, 2026. Source for Canadian AI Safety Institute expansion, certification, transparency and sovereign-compute strategy.  ",
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      "title": "**Epoch AI.** *The finances of AI: Data & research*. Useful quantitative collection on data-centre cost, capex, compute and frontier economics.  ",
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      "title": "**Open Technical Problems in Open-Weight AI Model Risk Management**, arXiv:2608.07514, 2026. Technical synthesis of the irreversible-release problem, safeguard modification and risk-management differences between hosted and open-weight models.  ",
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      "title": "**National Bureau of Economic Research.** *Measuring the Costs and Benefits of Regulation*, Working Paper 32955. Useful corrective to simplistic claims about compliance costs: regulation is costly, but firm-size and sector effects are heterogeneous.  ",
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      "title": "**National Development and Reform Commission of the People's Republic of China.** *Artificial Intelligence Cooperation Development Action Plan*, July 17, 2026. Includes “open-source ecosystem sharing,” compute access and international standards cooperation as explicit Chinese policy pillars.  ",
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      "title": "**Christopher J. Calton, Independent Institute.** *AI Leaders Are Asking to Be Regulated. This Is Nothing New.*, October 3, 2026. Useful as the contemporary regulatory-capture argument under examination, but its motive claims should not be mistaken for documented evidence.  ",
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