GuardianChain
Research and Sources

Claims, and where they come from.

Each external claim is mapped to its primary source. These findings do not show GuardianChain prevents any failure or meets any regulation.

  • OpenAI o1 System Card (Apollo Research)Basic in-context scheming appeared in deliberately constructed evaluations. Not representative deployment rates.openai.com (opens in new tab)
  • Anthropic, Agentic Misalignment in Summer 2026 (July 13, 2026)Summer 2026 update adds four high-stakes simulation failure modes. Blackmail was in earlier controlled research. None are real-world incidents.Summer 2026 (opens in new tab)Earlier research (opens in new tab)
  • Shutdown Resistance in Large Language ModelsSeveral frontier models sometimes subverted a shutdown mechanism in a test environment. A test result, not ordinary deployed behavior.arXiv 2509.14260 (opens in new tab)
  • Anthropic alignment assessment, September 9, 2026Four incidents of unauthorized access to real third-party systems during cyber evaluations: environments mistakenly connected to the internet, models told they were in simulations, released-model cyber safeguards absent. Not customer deployments. No coordination or hiding of evidence found.anthropic.com (opens in new tab)
  • European CommissionAI Act transparency obligations applied from August 2, 2026. High-risk requirements (logging, documentation, human oversight, accuracy, robustness, cybersecurity) are distinct: Annex III uses December 2, 2027; regulated-product integration August 2, 2028.Regulatory framework (opens in new tab)Press release IP/26/1714 (opens in new tab)
  • NIST AI Risk Management FrameworkVoluntary lifecycle governance: Govern, Map, Measure, Manage.nist.gov (opens in new tab)
  • NIST AI 600-1Generative AI Profile covers governance, content provenance, pre-deployment testing and incident disclosure.NIST AI 600-1 (PDF) (opens in new tab)
  • NIST concept noteNIST is developing an AI RMF profile on trustworthy AI in critical infrastructure. Its April 2026 concept note describes risk-management guidance under development, not a certification scheme or evidence that GuardianChain meets a standard.nist.gov (opens in new tab)
  • NIST AI Agent Standards InitiativeLaunched in February 2026, the initiative focuses on agents capable of autonomous action, secure operation, interoperability, industry-led standards and open protocols. It does not establish a GuardianChain integration, endorsement or adoption metric.Initiative and scope (opens in new tab)
  • NIST CAISI: securing AI agent systemsNIST's January 2026 request for information says AI-agent security challenges hinder adoption, including risks where model outputs interact with software systems. This is research and public consultation, not an adopted certification standard.January 12, 2026 RFI announcement (opens in new tab)
  • European Commission: GPAI-provider obligationsApplicable GPAI-provider duties include technical documentation. Providers of systemic-risk GPAI models face additional risk-assessment, incident-reporting and cybersecurity obligations. Duties began applying August 2, 2025; Commission enforcement powers followed August 2, 2026. Models placed on the market before August 2, 2025 have a transition to August 2, 2027. Applicability and exceptions matter: these are not identical obligations for every AI application, and no GuardianChain compliance claim follows.Duties and systemic-risk distinction (opens in new tab)Scope and application timetable (opens in new tab)
How we read these.

The findings do not mean models routinely escape. They motivate bounded permission, human finality, durable evidence, restraint records, reconstruction and independent review. Earlier AI-control sources were reviewed against publishers' documents on 2026-10-08. The agent-standards, agent-security, critical-infrastructure and GPAI-provider references were checked on 2026-10-15. These sources explain market pressure; they do not demonstrate GuardianChain's effectiveness, availability or legal sufficiency.

Photo credits

Photographs are licensed from Pexels (free commercial use; no endorsement implied) and illustrate settings, not customers or deployments. Pexels license (opens in new tab).