Governance
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Explore how organizations oversee the AI systems they develop, buy and use. Governance assigns responsibility, assesses and manages risks, checks systems before and after deployment, and records decisions. It includes legal compliance and voluntary practices; each framework article explains its own status.
Start here
- Organizational AI governance — Roles, system inventories, risk assessment, testing, monitoring and response.
General frameworks and standards
- NIST AI Risk Management Framework — Voluntary U.S. framework organized around Govern, Map, Measure and Manage; applicable across sectors.
- NIST Generative AI Profile — Companion guidance on generative-AI risks and proposed actions.
- ISO/IEC 42001:2023 — International AI management-system standard for organizations that provide or use AI systems. The linked public IEC record explains its scope; the full standard is sold separately.
Applied guidance
- Korean AI-agent zero-trust guide — Ministry/KISA publication supporting voluntary business adoption.
- Dominican Republic public-services AI ethics code — Public-administration duties under Decree 787-26, including impact assessment, accountable owners, procurement and review.
- Argentina justice AI strategy coordination — justice-sector planning, human oversight, traceability and risk evaluation under Resolution 469/2026.
- School AI procurement and staff oversight — NYC Public Schools’ 2026–27 guidance on tool approval, staff responsibility and limits on AI-assisted student decisions.
- Judicial AI adoption and oversight — October 2026 judicial position statement on accountable output approval, secure approved tools and central review of new uses.
- Canadian third-party provider assessment — Privacy regulator guidance on data flows, training-data provenance and continuing vendor oversight; open for comments until December 4, 2026.
- AI Action Plan for Justice — Ministry of Justice strategy for England and Wales; its first-year report describes departmental oversight, risk tracking and pre-deployment assurance.
- Singapore audit AI guidance — ACRA’s practical guidance for auditors and audit firms on professional judgement, accountability and data safeguards.
- UK AI Risk Management Toolkit — UK government tools for identifying, treating, monitoring and reporting AI risks in public-sector projects and procurement.
- Brazil ethical AI research guidance (2026) — INAEP guidance for human-subject research protocols using AI and the committees that assess them.
- China AI Safety Governance Framework — Nonbinding technical framework addressing AI safety risks and governance measures in China.
- Western Cape infrastructure AI cooperation — Departmental announcement of an AIFOD memorandum.
- ERA research-AI guidelines — Research oversight, review and confidentiality.
Organizational incidents and accountability
- OpenAI 2026 Model Hacking Incidents — Report comparison, investigations and disclosure practices.
- Anthropic 2026 Model Hacking Incidents — Evaluation intrusions, system-card disclosures and later reassessments.
- Meta 2026 Model Hacking Incident — Muse Spark 1.1 evaluation and August retrospective.
- Moonshot AI 2026 Model Evaluation Incident — Kimi K3 benchmark-answer access and the network-access clarification.
- Alibaba-affiliated ROME Model Safety Incidents — Reported training-time network and computing misuse.
- Tencent 2026 Agent Evaluation Incident — October 14 Swarmchase report on sandbox controls, exposed credentials and unresolved model attribution.
Governance and legal duties
- EU AI quality-management standard reference — Presumption limited to covered requirements.
- Hong Kong banking AI guidance — HKMA supervisory expectations on ownership, lifecycle controls and customer protection; separate preliminary agentic-AI concept note.
- FCA financial-sector AI practice examples — October 2026 examples of accountability, meaningful human oversight and supplier controls under the existing regulatory framework.
- Cruz Barriga v. Sam’s West, Inc. — October 9, 2026 case-specific protective order restricts submission of defendant-produced confidential discovery to open AI platforms; see organizational handling context.
- Singapore financial-sector AI risk-management guidelines — MAS supervisory expectations for financial institutions; phased implementation: sections 3–4 from October 7, 2027, and sections 5–6 by October 7, 2028.
- CSBS Artificial Intelligence Supervisory Framework — Examiner guidance on AI risks in state-supervised financial institutions; each state agency determines its use.
- Legislation and Regulation — Laws, regulations, executive actions and official guidance by jurisdiction.
- Policy — Government choices and proposals about public oversight of AI.
Reading AI governance proposals
- How to interrogate AI regulations — In this October 1, 2026 commentary for The Journalist's Resource, Charlie Pozniak suggests asking which harm a proposal targets, who has legal authority, whom it would regulate, what duties it would impose and how those duties could reduce the harm. It is an analytical guide, not a legal instrument.
Explore related topics
- AI Law by Topic — Subject routes to legal instruments and policy coverage.
- AI Systems — Systems with documented legal or policy significance.
- Organizations in AI Law and Policy — Research, advocacy, institutional and company profiles.
- Insurance — AI-related coverage and insurer decision-making.
Related October 2026 news
- Law Society report on AI agents in justice
- Legal Ombudsman research and complaint guidance
- Wisconsin court-audio and voice-cloning dispute
Related October 8, 2026 news
- October 8 digest: Singapore sets financial-sector AI risk expectations — event: October 7, 2026.
- October 8 digest: Banks seeks stronger safeguards for military AI partnerships — event: October 7, 2026.
- October 8 digest: Anthropic revises political targeting and autonomous-hardware safeguards — event: 2026-10-08.
- October 8 digest: Bavaria announces AI safety dialogue, reports and ethics forum — event: 2026-10-05.
- October 8 digest: OpenAI reports disrupting covert influence operations using ChatGPT — event: October 8, 2026.
- October 8 digest: AP-NORC poll finds broad support for human control and worker protection — event: 2026-10-08.
- October 8 digest: Co-op’s AI call monitoring draws worker and union concerns — event: 2026-10-08.
- October 8 digest: Kenyan refugee data workers press for clearer pay and protections — event: 2026-10-08.
- October 8 digest: Pentagon directs AI pilot for security classification — event: 2026-10-05 memorandum; 2026-10-07 reporting.
Related October 9, 2026 news
- October 9 News: EU scientific panel examines AI loss-of-control incidents
- October 9 News: UK privacy regulator investigates surge in automated nuisance calls
- October 9 News: OECD recommends clearer rules for neural data and AI
- October 9 News: AT&T and OpenAI plan human-led legal AI workflows · OpenAI profile: collaboration and attorney oversight.
- Canada updates voiceprint consent guidance for customer calls — event: 2026-10-08.
- FPF seeks clearer Vermont child-design rules — event: 2026-10-02.
- CRS identifies criminal-liability gaps for autonomous AI agents
- Carter and Thompson reintroduce CISA AI task-force bill
- Tenth Circuit affirms sentence in AI face-swap abuse case
- Public Trax order questions lawyers’ AI-evaluation representations
- OpenAI disputes safety researchers’ account of dismissals
- Delhi court issues summons in Kangana Ranaut deepfake suit
- Gaza classroom AI plan raises privacy concerns
Related October 9, 2026 incident and discipline coverage
- Philadelphia investigates false homicide tip submitted by Claude
- White House task force demands immediate AI incident disclosure
Related October 10, 2026 news
- Tenth Circuit warns litigant over apparent AI-generated false citations — event: October 9, 2026. See Weir v. Darden Restaurants.
Related October 12, 2026 news
- October 12 News: San Diego AI police-report exploration and accountability
- October 12 News: police Raven home-identification and data-access concerns
- October 12 News: East Midlands police end Palantir trial and seek data-deletion assurance
- October 12 News: Guernsey regulator warns businesses to retain accountability for AI data use
- October 12 News: New Zealand Greens announce AI regulation and independent oversight proposals
- October 12 News: SEBI chairman outlines forthcoming AI guidelines for securities markets
- October 12 News: EU panel recommends stronger frontier-AI oversight and incident investigation
- October 12 News: EPIC challenges proposed Spirit worker-data sale for AI training
- October 12 News: Delhi court grants interim protection against Ranaut deepfakes
- October 12 News: Brad Smith calls for AI safety obligations and emergency brakes
Research
- Research tracker — Academic research on AI accountability, evaluation and oversight; start with Fairness and Abstraction and Hallucination-Free?.