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# These are supported funding model platforms
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FILE: README.md
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# Awesome Machine Learning Interpretability [](https://github.com/sindresorhus/awesome)
A maintained and curated list of practical and awesome responsible machine learning resources.
If you want to contribute to this list (*and please do!*), read over the [contribution guidelines](contributing.md), send a [pull request](https://github.com/jphall663/awesome-machine-learning-interpretability/compare), or file an [issue](https://github.com/jphall663/awesome-machine-learning-interpretability/issues/new).
If something you contributed or found here is missing, please check the [archive](https://github.com/jphall663/awesome-machine-learning-interpretability/blob/master/archive).
Maintenance and curation sponsored by [HallResearch.ai](https://www.hallresearch.ai).
## Contents
* **Community and Official Guidance Resources**
* [Community Frameworks and Guidance](#community-frameworks-and-guidance)
* [Infographics and Cheat Sheets](#infographics-and-cheat-sheets)
* [AI Red-Teaming Resources](#ai-red-teaming-resources)
* [Generative AI Explainability](#generative-ai-explainability)
* [University Policies and Guidance](#university-policies-and-guidance)
* [Official Policy, Frameworks, and Guidance](#official-policy-frameworks-and-guidance)
* [Documents in Legal Genres](#documents-in-legal-genres)
* **Education Resources**
* [Comprehensive Software Examples and Tutorials](#comprehensive-software-examples-and-tutorials)
* [Free-ish Books](#free-ish-books)
* [Glossaries and Dictionaries](#glossaries-and-dictionaries)
* [Open-ish Classes](#open-ish-classes)
* [Course Syllabi](#course-syllabi)
* [Podcasts and Channels](#podcasts-and-channels)
* **AI Incidents, Critiques, and Research Resources**
* [AI Incident Information Sharing Resources](#ai-incident-information-sharing-resources)
* [Bibliography of Papers on AI Incidents and Failures](#bibliography-of-papers-on-ai-incidents-and-failures)
* [AI Law, Policy, and Guidance Trackers](#ai-law-policy-and-guidance-trackers)
* [Challenges and Competitions](#challenges-and-competitions)
* [AI and Labor Resources](#ai-and-labor-resources)
* [Responsible and Critical Perspectives on Agentic AI](#responsible-and-critical-perspectives-on-agentic-ai)
* [Critiques of AI](#critiques-of-ai)
* [Environmental Costs of AI](#environmental-costs-of-ai)
* [Language Diversity and Resource Gaps](#language-diversity-and-resource-gaps)
* [AI Slop Genre](#ai-slop-genre)
* [Measurement Critiques](#measurement-critiques)
* [Groups and Organizations](#groups-and-organizations)
* [Curated Bibliographies](#curated-bibliographies)
* [List of Lists](#list-of-lists)
* [Platforms](#platforms)
* **Technical Resources**
* [Benchmarks](#benchmarks)
* [Common or Useful Datasets](#common-or-useful-datasets)
* [Domain-specific Software](#domain-specific-software)
* [Machine Learning Environment Management Tools](#machine-learning-environment-management-tools)
* [Personal Data Protection Tools](#personal-data-protection-tools)
* [Open Source/Access Responsible AI Software Packages](#open-sourceaccess-responsible-ai-software-packages)
* [Browser](#browser)
* [C/C++](#cc)
* [JavaScript](#javascript)
* [Python](#python)
* [R](#r)
* **Archived**
* [Archived: Official Policy, Frameworks, and Guidance](#archived-official-policy-frameworks-and-guidance)
* **Citing Awesome Machine Learning Interpretability**
* [Citation](#citing-awesome-machine-learning-interpretability)
## Community and Official Guidance Resources
### Community Frameworks and Guidance
This section is for responsible ML guidance put forward by organizations or individuals, not for official government guidance.
* [2024 State of the AI Regulatory Landscape](https://drive.google.com/file/d/13gyYbBixU75QwFQDTku0AMIovbeTp9_g/view)
* [8 Principles of Responsible ML](https://ethical.institute/principles.html)
* [A Brief Overview of AI Governance for Responsible Machine Learning Systems](https://arxiv.org/pdf/2211.13130.pdf)
* [A checklist for auditing AI systems](https://ictinstitute.nl/a-checklist-for-auditing-ai-systems/) | ICT Institute
* [A Digital Pandemic: Uncovering the Role of 'Yahoo Boys' in the Surge of Social Media-Enabled Financial Sextortion Targeting Minors](https://networkcontagion.us/wp-content/uploads/Yahoo-Boys_1.2.24.pdf) | Network Contagion Research Institute (NCRI), January 2024
* [A Flexible Maturity Model for AI Governance Based on the NIST AI Risk Management Framework](https://ieeeusa.org/product/a-flexible-maturity-model-for-ai-governance/)
* [A Guide to AI in Schools: Perspectives for the Perplexed](https://tsl.mit.edu/wp-content/uploads/2025/08/GuideToAIInSchools.pdf)
* [A NIST Foundation To Support The Agency’s AI Mandate](https://fas.org/publication/nist-foundation/)
* [A Primer for Developers and Policymakers](https://www.rand.org/pubs/research_reports/RRA3084-1.html)
* [A Taxonomy of Trustworthiness for Artificial Intelligence](https://cltc.berkeley.edu/wp-content/uploads/2023/12/Taxonomy_of_AI_Trustworthiness_tables.pdf) | January 2023
* [ABOUT ML Reference Document](https://partnershiponai.org/paper/about-ml-reference-document/)
* [Acceptable Use Policies for Foundation Models](https://github.com/kklyman/aupsforfms) | 
* [Access Now, Regulatory Mapping on Artificial Intelligence in Latin America: Regional AI Public Policy Report](https://www.accessnow.org/wp-content/uploads/2024/07/TRF-LAC-Reporte-Regional-IA-JUN-2024-V3.pdf)
* [Adverse Event Reporting for AI: Developing the Information Infrastructure Government Needs to Learn and Act](https://hai.stanford.edu/assets/files/hai-reglab-issue-brief-adverse-event-reporting-for-ai.pdf) | July 2025
* [AI Accidents: An Emerging Threat: What Could Happen and What to Do, CSET Policy Brief, July 2021](https://cset.georgetown.edu/wp-content/uploads/CSET-AI-Accidents-An-Emerging-Threat.pdf)
* [AI Act Governance: Best Practices for Implementing the EU AI Act](https://www.appliedai.de/uploads/files/Best-Practices-for-Implementing-the-EU-AI-Act_2025-07-02-092027_vwvf.pdf) | Initiative for Applied Artificial Intelligence, June 2025
* [AI Act Governance on the Ground: Canada’s Algorithmic Impact Assessment Process and Algorithm has evolved](https://www.worldprivacyforum.org/2024/08/ai-governance-on-the-ground-series-canada/)
* [AI Act Handbook](https://www.whitecase.com/sites/default/files/2025-06/wc-eu-ai-act-handbook-finalprint.pdf) | White & Case, June 2025
* [AI Act – Provider Only: Certification Scheme v1.5](https://forhumanity.center/site/wp-content/uploads/2025/03/Excerpt-EU-Artificial-Intelligence-Act-Provider-only-v1.5.pdf) | ForHumanity, March 2025
* [AI Agent Governance: A Field Guide](https://static1.squarespace.com/static/64edf8e7f2b10d716b5ba0e1/t/6801438c58c2692374995db0/1744913293841/Agent+Governance_+A+Field+Guide.pdf) | (IAPS), April 2025
* [AI alignment vs AI ethical treatment: Ten challenges](https://www.globalprioritiesinstitute.org/wp-content/uploads/Bradley-and-Saad-AI-alignment-vs-AI-ethical-treatment_-Ten-challenges.pdf) | Adam Bradley and Bradford Saad, Global Priorities Institute, July 2024
* [AI Assurance: A Repeatable Process for Assuring AI-enabled Systems](https://www.mitre.org/sites/default/files/2024-06/PR-24-1768-AI-Assurance-A-Repeatable-Process-Assuring-AI-Enabled-Systems.pdf) | MITRE, June 2024
* [AI Canon](https://a16z.com/ai-canon/) | Andreessen Horowitz (a16z)
* [AI Decision-Making and the Courts: A guide for Judges, Tribunal Members, and Court Administrators](https://aija.org.au/wp-content/uploads/2023/12/AIJA_AI-DecisionMakingReport_2023update.pdf) | The Australasian Institute of Judicial Administration Inc., published June 2022 and revised and republished December 2023
* [AI Ethics & Governance 2025: A Framework for Malaysia's Tech Industry](https://www.pikom.org.my/2025/PIKOM_AI_ethic_and_governance_2025.pdf) | PIKOM, May 2025
* [AI Ethics and Governance in Practice](https://www.turing.ac.uk/research/research-projects/ai-ethics-and-governance-practice) | The Alan Turing Institute
* [AI Ethics and Governance in Practice: AI Safety in Practice](https://www.turing.ac.uk/news/publications/ai-ethics-and-governance-practice-ai-safety-practice) | The Alan Turing Institute
* [AI For a Planet Under Pressure](https://www.stockholmresilience.org/download/18.15c171219a15332ff93f68/1762500974262/AI%20for%20a%20planet%20under%20pressure_digital2.pdf) | Stockholm Resilience Centre, Stockholm University, November 5, 2025
* [AI Governance: A Framework for Responsible and Compliant Artificial Intelligence](https://www.aigl.blog/content/files/2025/09/AI-GOVERNANCE-A-Framework-for-Responsible-and-Compliant-Artificial-Intelligence.pdf) | Sołtysiński Kawecki & Szlęzak, September 2025
* [AI Governance Alliance Briefing Paper Series](https://www3.weforum.org/docs/WEF_AI_Governance_Alliance_Briefing_Paper_Series_2024.pdf) | World Economic Forum, January 2024
* [AI Governance and the EU's Strategic Role in 2025](https://cadmus.eui.eu/server/api/core/bitstreams/cb201cb1-d7e1-40aa-96fb-023c5b22c22f/content) | Florence School of Transnational Governance, Marta Cantero Gamito, August 2025
* [AI Governance InternationaL Evaluation AGILE Index 2025](https://agile-index.ai/AGILE-Index-Report-2025-EN.pdf) | July 2025
* [AI Governance Needs Sociotechnical Expertise: Why the Humanities and Social Sciences Are Critical to Government Efforts](https://datasociety.net/wp-content/uploads/2024/05/DS_AI_Governance_Policy_Brief.pdf)
* [AI in Africa](https://landscapestudy.tiiny.site/) | Global Center on AI Governance, AI in Africa: A Landscape Study, April 2025
* [AI in the Public Service: From Principles to Practice](https://oxcaigg.oii.ox.ac.uk/wp-content/uploads/sites/11/2021/12/AI-in-the-Public-Service-Final.pdf) | Oxford Commission on AI & Good Governance
* [AI Inventories: Practical Challenges for Organizational Risk Management](https://tinyurl.com/mrxrdc3y) | Responsible AI Institute and Chevron
* [AI Liability Along the Value Chain](https://wp.table.media/wp-content/uploads/2025/04/01152117/AI-Liability-Along-the-Value-Chain_Beatriz-Arcila.pdf) | Mozilla, 2025
* [AI Model Registries: A Foundational Tool for AI Governance](https://arxiv.org/pdf/2410.09645) | September 2024
* [AI Model Risk Management Framework](https://cloudsecurityalliance.org/artifacts/ai-model-risk-management-framework) | Cloud Security Alliance and AI Technology and Risk Working Group, July 23, 2024
* [AI Policy](https://taylorandfrancis.com/our-policies/ai-policy/) | Taylor & Francis
* [AI Red-Teaming Is Not a One-Stop Solution to AI Harms: Recommendations for Using Red-Teaming for AI Accountability](https://datasociety.net/wp-content/uploads/2023/10/Recommendations-for-Using-Red-Teaming-for-AI-Accountability-PolicyBrief.pdf) | Data & Society
* [AI-Relevant Regulatory Precedents: A Systematic Search Across All Federal Agencies](https://www.iaps.ai/research/ai-relevant-regulatory-precedent)
* [AI Risk Atlas: Taxonomy and Tooling for Navigating AI Risks and Resources](https://arxiv.org/pdf/2503.05780)
* [AI Safety Governance, the Southeast Asian Way](https://www.brookings.edu/wp-content/uploads/2025/08/GS_08252025_AISA_report.pdf) | Brookings Center for Technology Innovation, AI Safety Asia (AISA), August 2025
* [AI Safety in Practice](https://www.turing.ac.uk/sites/default/files/2024-06/aieg-ati-6-safetyv1.2.pdf) | The Alan Turing Institute
* [AI Snake Oil](https://www.aisnakeoil.com/)
* [AI Standards Hub](https://www.turing.ac.uk/research/research-projects/ai-standards-hub) | The Alan Turing Institute
* [AI Sustainability Outlook: The Challenges, Potential, and Path Forward](https://www.salesforce.com/en-us/wp-content/uploads/sites/4/documents/company/sustainability/salesforce-ai-sustainability-outlook.pdf) | Salesforce
* [AI Verification](https://aiverifyfoundation.sg/what-is-ai-verify/)
* [AI Verify Foundation](https://aiverifyfoundation.sg/what-is-ai-verify/) | AI Verify Foundation
* [AI Won't Replace the General: Algorithms, Decision-making and Battlefield Command](https://www.turing.ac.uk/sites/default/files/2025-09/turing_final_report_ai_wont_replace_the_general_2025.pdf) | The Alan Turing Institute, September 2025
* [AI-Generated Algorithmic Virality](https://aiforensics.org/uploads/GenAI%20Report.pdf) | AI Forensics, June 2025
* [AI-Generated Disinformation in Europe and Africa: Use Cases, Solutions and Transnational Learning](https://www.kas.de/documents/285576/0/Study+_+AI-Generated+Disinformation+in+Europe+and+Africa+-+Ebook+%281%29.pdf/a51f9394-e955-21a1-df30-38585122303c?version=1.0&t=1739539822992) | Konrad Adenauer Stiftung, January 31, 2025
* [AI-enabled Biosecurity: Opportunities to Strengthen U.S. Biosecurity from AI-Enabled Bioterrorism: What Policymakers Should Know](https://csis-website-prod.s3.amazonaws.com/s3fs-public/2025-08/250806_Adamson_AI-Enabled_Bioterrorism.pdf?VersionId=vS8T0bGMLr_lU7RTcXs8im_ndJuGz0cM) | Center for Strategic and International Studies, August 2025
* [An In-Depth Guide To Help You Start Auditing Your AI Models](https://censius.ai/blogs/ai-audit-guide) | Censius
* [An Overview of Artificial Intelligence Ethics](https://ieeexplore.ieee.org/document/9844014)
* [An Overview of Catastrophic AI Risks](https://arxiv.org/pdf/2306.12001) | Dan Hendrycks, Mantas Mazeika, and Thomas Woodside, October 9, 2023
* [Architectural Risk Analysis of Large Language Models](https://berryvilleiml.com/results/BIML-LLM24.pdf) | Berryville Institute of Machine Learning, requires free account
* [Artificial Intelligence Harm and Human Rights: A High Level Exploration of the Interaction of AI Harms](https://icaad.ngo/2025/09/29/ai-harm-and-human-rights/) | ICAAD and King & Wood Mallesons, September 29, 2025
* [Artificial Intelligence Controls Matrix Bundle](https://cloudsecurityalliance.org/artifacts/ai-controls-matrix#)
* [Artificial Intelligence Impact Assessment](https://ecp.nl/wp-content/uploads/2018/11/Artificial-Intelligence-Impact-Assesment.pdf) | ECP Platform voor de InformatieSamenleving, November 2018
* [Artificial Intelligence in Africa: Challenges and Opportunities](https://www.policycenter.ma/sites/default/files/2024-09/PB_23_24%20%28Azeroual%29%20%28EN%29.pdf) | Policy Center for the New South, Fahd Azaroual, May 2024
* [Artificial Intelligence in the Securities Industry](https://www.finra.org/sites/default/files/2020-06/ai-report-061020.pdf) | Financial Industry Regulatory Authority
* [Artificial Intelligence Tools Versus Practice in Conflict Prediction: The Case of Mali](https://hcss.nl/wp-content/uploads/2020/04/Artificial-Intelligence-Tools-Versus-Practice-in-Conflict-Prediction-The-Case-of-Mali.pdf) | The Hague Centre for Strategic Studies, April 29, 2020
* [Assessing AI: Surveying the Spectrum of Approaches to Understanding and Auditing AI Systems](https://cdt.org/wp-content/uploads/2025/01/2025-01-15-CDT-AI-Gov-Lab-Auditing-AI-report.pdf) | Center for Democracy and Technology (CDT), January 2025
* [Assessing the Implementation of Federal AI Leadership and Compliance Mandates](https://hai.stanford.edu/sites/default/files/2025-01/HAI-RegLab-White-Paper-Federal-AI-Leadership-and-Compliance.pdf) | Stanford University Human-Centered Artificial Intelligence (HAI)
* [Auditing Artificial Intelligence](https://ec.europa.eu/futurium/en/system/files/ged/auditing-artificial-intelligence.pdf) | ISACA
* [Auditing Guidelines for Artificial Intelligence](https://www.isaca.org/resources/news-and-trends/newsletters/atisaca/2020/volume-26/auditing-guidelines-for-artificial-intelligence) | ISACA
* [Auditing machine learning algorithms: A white paper for public auditors](https://www.auditingalgorithms.net/index.html)
* [AuditBoard: 5 AI Auditing Frameworks to Encourage Accountability](https://www.auditboard.com/blog/ai-auditing-frameworks/)
* [Azure AI Content Safety](https://azure.microsoft.com/en-us/products/ai-services/ai-content-safety) | Microsoft
* [Building an early warning system for LLM-aided biological threat creation](https://openai.com/research/building-an-early-warning-system-for-llm-aided-biological-threat-creation) | OpenAI
* [Brendan Bycroft's LLM Visualization](https://bbycroft.net/llm)
* [C2PA: Coalition for Content Provenance and Authenticity](https://c2pa.org/) | (C2PA)
* [Capability Maturity Model Integration Resources](https://cmmiinstitute.com/) | ISACA
* [Casey Flores, AIGP Study Guide](https://www.linkedin.com/feed/update/urn:li:activity:7201048113090809856?utm_source=share&utm_medium=member_desktop)
* [Cataloguing LLM Evaluations](https://aiverifyfoundation.sg/downloads/Cataloguing_LLM_Evaluations.pdf) | AI Verify Foundation, Infocomm Media Development Authority (Singapore) and AI Verify Foundation, October 2023
* [CEN-CENELEC JTC21 AI Standards: Complete Detailed Overview](https://jtc21.eu/wp-content/uploads/2025/06/CEN-CENELEC-JTC21-AI-Standards-Complete-Detailed-Overview.pdf)
* [Center for AI and Digital Policy Reports](https://www.caidp.org/reports/)
* [Center for Countering Digital Hate, Fake Friend: How ChatGPT betrays vulnerable teens by encouraging dangerous behavior](https://counterhate.com/wp-content/uploads/2025/08/Fake-Friend_CCDH_FINAL-public.pdf) | Center for Countering Digital Hate, 2025
* [Center for Countering Digital Hate, YouTube's Anorexia Algorithm: How YouTube Recommends Eating Disorders Videos to Young Girls](https://counterhate.com/wp-content/uploads/2024/12/CCDH.YoutubeED.Nov24.Report_FINAL.pdf) | Center for Countering Digital Hate (CCDH)
* [Center for Democracy and Technology, AI Policy & Governance](https://cdt.org/area-of-focus/ai-policy-governance/)
* [Center for Democracy and Technology, Applying Sociotechnical Approaches to AI Governance in Practice](https://cdt.org/insights/applying-sociotechnical-approaches-to-ai-governance-in-practice/)
* [Center for Democracy and Technology, In Deep Trouble: Surfacing Tech-Powered Sexual Harassment in K-12 Schools](https://cdt.org/insights/report-in-deep-trouble-surfacing-tech-powered-sexual-harassment-in-k-12-schools/)
* [Center for Security and Emerging Technology, Adding Structure to AI Harm: An Introduction to CSET's AI Harm Framework](https://cset.georgetown.edu/publication/adding-structure-to-ai-harm/)
* [Center for Security and Emerging Technology, AI Incident Collection: An Observational Study of the Great AI Experiment](https://cset.georgetown.edu/publication/ai-incident-collection-an-observational-study-of-the-great-ai-experiment/)
* [Center for Security and Emerging Technology, Chinese Critiques of Large Language Models: Finding the Path to General Intelligence](https://cset.georgetown.edu/wp-content/uploads/CSET-Chinese-Critiques-of-Large-Language-Models-Finding-the-Path-to-General-Artificial-Intelligence.pdf) | January 2025
* [Center for Security and Emerging Technology, CSET Publications](https://cset.georgetown.edu/publications/)
* [Center for Security and Emerging Technology, Putting Explainable AI to the Test: A Critical Look at AI Evaluation Approaches](https://cset.georgetown.edu/wp-content/uploads/CSET-Putting-Explainable-AI-to-the-Test.pdf) | February 2025
* [Center for Security and Emerging Technology, Repurposing the Wheel: Lessons for AI Standards](https://cset.georgetown.edu/publication/repurposing-the-wheel/)
* [Center for Security and Emerging Technology, Translating AI Risk Management Into Practice](https://cset.georgetown.edu/article/translating-ai-risk-management-into-practice/)
* [Center for Security and Emerging Technology, Understanding AI Harms: An Overview](https://cset.georgetown.edu/article/understanding-ai-harms-an-overview/)
* [Character Flaws: School Shooters, Anorexia Coaches, and Sexualized Minors: A Look at Harmful Character Chatbots and the Communities That Build Them](https://public-assets.graphika.com/reports/graphika-report-character-flaws.pdf) | Graphika Atlas Report, March 2025
* [Children & AI Design Code: A Protocol for the development and use of AI systems that impact children](https://5rightsfoundation.com/wp-content/uploads/2025/03/5rights_AI_CODE_DIGITAL.pdf)
* [Chinese Critiques of Large Language Models: Finding the Path to General Intelligence](https://cset.georgetown.edu/wp-content/uploads/CSET-Chinese-Critiques-of-Large-Language-Models-Finding-the-Path-to-General-Artificial-Intelligence.pdf) | CSET, January 2025
* [Closing the AI accountability gap: defining an end-to-end framework for internal algorithmic auditing](https://dl.acm.org/doi/abs/10.1145/3351095.3372873)
* [Cloud Security Alliance, Artificial Intelligence Controls Matrix Bundle](https://cloudsecurityalliance.org/artifacts/ai-controls-matrix#)
* [Cloud Security Alliance, AI Model Risk Management Framework](https://cloudsecurityalliance.org/artifacts/ai-model-risk-management-framework) | AI Technology and Risk Working Group, July 23, 2024
* [Coalition for Content Provenance and Authenticity](https://c2pa.org/) | (C2PA)
* [Countries With Draft AI Legislation or Frameworks](https://dominiquesheltonleipzig.com/country-legislation-frameworks/) | Dominique Shelton Leipzig
* [Data Governance in the Cloud - part 2 - Tools](https://cloud.google.com/blog/products/data-analytics/data-governance-in-the-cloud-part-2-tools) | Google
* [Data Provenance Explorer](https://www.dataprovenance.org/)
* [Data governance in the cloud - part 1 - People and processes](https://cloud.google.com/blog/products/data-analytics/data-governance-and-operating-model-for-analytics-pt1) | Google
* [Data Statements](https://techpolicylab.uw.edu/data-statements/) | University of Washington Tech Policy Lab
* [Data Stewardship in Practice](https://www.turing.ac.uk/sites/default/files/2024-06/aieg-ati-5-datastewardshipv1.2.pdf) | The Alan Turing Institute
* [Data governance in AI: Mapping governance](https://theodi.org/insights/reports/understanding-data-governance-in-ai-mapping-governance/) | Open Data Institute
* [Data Privacy FAQ](https://aws.amazon.com/compliance/data-privacy-faq/) | AWS
* [Data Use Policy](https://ourdataourselves.tacticaltech.org/data-use-policy/) | Our Data Our Selves, Tactical Tech
* [Debugging Machine Learning Models](https://debug-ml-iclr2019.github.io/) | ICLR workshop proceedings
* [Decision Points in AI Governance: Three Case Studies Explore Efforts to Operationalize AI Principles](https://cltc.berkeley.edu/wp-content/uploads/2020/05/Decision_Points_AI_Governance.pdf) | University of California, Berkeley, Center for Long-Term Cybersecurity
* [Deepfake Pornography Goes to Washington: Measuring the Prevalence of AI-Generated Non-Consensual Intimate Imagery Targeting Congress](https://static1.squarespace.com/static/6612cbdfd9a9ce56ef931004/t/67586997eaec5c6ae3bb5e24/1733847451191/ASP+DFP+Report.pdf) | American Sunlight Project, December 11, 2024
* [Dealing with Bias and Fairness in AI/ML/Data Science Systems](https://docs.google.com/presentation/d/17o_NzplYua5fcJFuGcy1V1-5GFAHk7oHAF4dN44NkUE)
* [Demos, AI – Trustworthy By Design: How to build trust in AI systems, the institutions that create them and the communities that use them](https://demos.co.uk/research/ai-trustworthy-by-design-how-to-build-trust-in-ai-systems-the-institutions-that-create-them-and-the-communities-that-use-them/)
* [Digital Policy Alert, The Anatomy of AI Rules: A systematic comparison of AI rules across the globe](https://digitalpolicyalert.org/ai-rules/the-anatomy-of-AI-rules)
* [Disrupting malicious uses of AI: June 2025](https://cdn.openai.com/threat-intelligence-reports/5f73af09-a3a3-4a55-992e-069237681620/disrupting-malicious-uses-of-ai-june-2025.pdf) | OpenAI
* [Distill](https://distill.pub)
* [Doing AI Differently: Rethinking the foundations of AI via the humanities](https://www.turing.ac.uk/sites/default/files/2025-07/doing_ai_differently_white_paper.pdf) | Alan Turing Institute, July 31, 2025
* [Emotional Manipulation by AI Companions](https://www.hbs.edu/ris/Publication%20Files/26005_951004f6-0b0b-432b-846a-5f95c103d07c.pdf) | Harvard Business School, 2025
* [Evaluating social and ethical risks from generative AI](https://deepmind.google/discover/blog/evaluating-social-and-ethical-risks-from-generative-ai/) | Google
* [Evidence of CCP Censorship, Propaganda in U.S. LLM Responses](https://cdn.prod.website-files.com/67919c3b2972e57c613c2ea2/685b1a27a830fb5b6e7ff511_Sentinel%20Brief%20-%20Evidence%20of%20CCP%20Censorship%20in%20LLM%20Responses.pdf) | Sentinel Brief
* [Explainable AI in Finance: Addressing the Needs of Diverse Stakeholders](https://rpc.cfainstitute.org/sites/default/files/docs/research-reports/wilson_explainableaiinfinance_online.pdf) | Cheryll-Ann Wilson, CFA Institute, Research & Policy Center, August 2025
* [Fairly's Global AI Regulations Map](https://github.com/fairlyAI/global-ai-regulations-map/blob/dev/README.md) | 
* [Fairness and Bias in Algorithmic Hiring: A Multidisciplinary Survey](https://dl.acm.org/doi/10.1145/3696457)
* [FATML Principles and Best Practices](https://www.fatml.org/resources/principles-and-best-practices)
* [Federation of American Scientists, A NIST Foundation To Support The Agency’s AI Mandate](https://fas.org/publication/nist-foundation/)
* [First of its kind Generative AI Evaluation Sandbox for Trusted AI by AI Verify Foundation and IMDA](https://www.imda.gov.sg/resources/press-releases-factsheets-and-speeches/press-releases/2023/generative-ai-evaluation-sandbox) | Infocomm Media Development Authority (Singapore)
* [ForHumanity Body of Knowledge](https://forhumanity.center/bok/)
* [Forging Global Cooperation on AI Risks: Cyber Policy as a Governance Blueprint](https://parispeaceforum.org/app/uploads/2025/02/forging-global-cooperation-on-ai-risks-cyber-policy-as-a-governance-blueprint.pdf) | Paris Peace Forum, February 2025
* [Framework for Identifying Highly Consequential AI Use Cases](https://www.scsp.ai/wp-content/uploads/2023/11/SCSP_JHU-HCAI-Framework-Nov-6.pdf) | Special Competitive Studies Project and Johns Hopkins University Applied Physics Laboratory
* [From Principles to Practice: An interdisciplinary framework to operationalise AI ethics](https://www.ai-ethics-impact.org/resource/blob/1961130/c6db9894ee73aefa489d6249f5ee2b9f/aieig---report---download-hb-data.pdf)
* [Gage Repeatability and Reproducibility](https://asq.org/quality-resources/gage-repeatability)
* [Gen-AI: Artificial Intelligence and the Future of Work](https://www.imf.org/-/media/Files/Publications/SDN/2024/English/SDNEA2024001.ashx) | International Monetary Fund
* [Generative AI: A New Threat for Online Child Sexual Exploitation and Abuse](https://unicri.org/sites/default/files/2024-09/Generative-AI-New-Threat-Online-Child-Abuse.pdf) | United Nations Interregional Crime and Justice Research Institute (UNICRI) Centre for AI and Robotics, Bracket Foundation, and Value for Good, September 2024
* [Generative AI Prohibited Use Policy](https://policies.google.com/terms/generative-ai/use-policy) | Google
* [Generative AI Vendor Risk Assessment Guide](https://www.fsisac.com/hubfs/Knowledge/AI/FSISAC_GenerativeAI-VendorEvaluation&QualitativeRiskAssessment.pdf) | Future Society, FS-ISAC, February 2024,
* [Global AI Governance Law and Policy: Canada, EU, Singapore, UK and US](https://iapp.org/media/pdf/resource_center/global_ai_governance_law_policy_series.pdf) | IAPP
* [Guide for Australian Business: Understanding 42001](https://cdn.prod.website-files.com/6420f704f2602a2ee7f79d26/662aefb77b3077382ff25eef_understanding%2042001%20ai%20management%20system%20standard%20whitepaper.pdf) | Standards Australia and National Artificial Intelligence Centre
* [Guide for Preparing and Responding to Deepfake Events: From the OWASP Top 10 for LLM Applications Team](https://genai.owasp.org/resource/guide-for-preparing-and-responding-to-deepfake-events/) | OWASP, Version 1, September 2024
* [Guidance for Safe Foundation Model Deployment: A Framework for Collective Action](https://partnershiponai.org/modeldeployment/)
* [Guidelines for AI in parliaments](https://www.ipu.org/file/20632/download) | Inter-Parliamentary Union, December 2024
* [Guidelines on the Application of the Definition of an AI System in the AI Act: ELI Proposal for a Three-Factor Approach](https://www.europeanlawinstitute.eu/fileadmin/user_upload/p_eli/Publications/ELI_Response_on_the_definition_of_an_AI_System.pdf) | European Law Institute, Response of the ELI to the EU Commission's Consultation, November 1, 2024
* [HackerOne Blog](https://www.hackerone.com/vulnerability-and-security-testing-blog)
* [How Can We Tackle AI-Fueled Misinformation and Disinformation in Public Health?](https://www.bu.edu/ceid/2024/04/25/how-can-we-tackle-ai-fueled-misinformation-and-disinformation-in-public-health/) | Brown University
* [How do I cite generative AI in MLA style?](https://style.mla.org/citing-generative-ai/) | MLA
* [How Microsoft names threat actors](https://learn.microsoft.com/en-us/unified-secops-platform/microsoft-threat-actor-naming) | Microsoft
* [How People Around the World View AI](https://www.pewresearch.org/wp-content/uploads/sites/20/2025/10/pg_2025.10.15_ai_report.pdf) | Pew Research Center, October 15, 2025
* [How to Perform an AI Audit for UK Organisations](https://www.haptic-networks.com/cyber-security/how-to-perform-an-ai-audit/) | Haptic Networks
* [Human-Calibrated Automated Testing and Validation of Generative Language Models: An Overview](https://arxiv.org/pdf/2411.16391) | Agus Sudjianto, Aijun Zhang, Srinivas Neppalli, Tarun Joshi, and Michael Malohlava, December 7, 2024
* [Identifying and Overcoming Common Data Mining Mistakes](https://support.sas.com/resources/papers/proceedings/proceedings/forum2007/073-2007.pdf)
* [Implementing the AI Act in Belgium: Scope of Application and Authorities](https://data-en-maatschappij.ai/uploads/Policy-brief-Implementing-the-AI-act-in-Belgium_2024-12-23-115650_shpg.pdf) | Data & Society Knowledge Centre, December 2024
* [Independent Audit of AI Systems](https://forhumanity.center/independent-audit-of-ai-systems/) | ForHumanity
* [Information System Contingency Planning Guidance](https://www.isaca.org/resources/isaca-journal/issues/2021/volume-3/information-system-contingency-planning-guidance) | Larry G. Wlosinski, April 30, 2021
* [Institute for AI Policy and Strategy](https://www.iaps.ai/ourresearch) | (IAPS)
* [Institute of Internal Auditors](https://www.theiia.org/en/pages/search-results/?keyword=artificial+intelligence)
* [Intolerable Risk Threshold Recommendations for Artificial Intelligence: Key Principles, Considerations, and Case Studies to Inform Frontier AI Safety Frameworks for Industry and Government](https://cltc.berkeley.edu/wp-content/uploads/2025/02/Intolerable-Risk-Threshold-Recommendations-for-Artificial-Intelligence.pdf) | University of California, Berkeley, Center for Long-Term Cybersecurity, February 2025
* [International AI Safety Report](https://internationalaisafetyreport.org/sites/default/files/2025-10/first-key-update_0.pdf) | First Key Update, Capabilities and Risk Implications, October 2025
* [International Bar Association, The Future Is Now: Artificial Intelligence and the Legal Profession](https://www.ibanet.org/document?id=The-future-is%20now-AI-and-the-legal-profession-report) | International Bar Association and the Center for AI and Digital Policy
* [International Monetary Fund, Gen-AI: Artificial Intelligence and the Future of Work](https://www.imf.org/-/media/Files/Publications/SDN/2024/English/SDNEA2024001.ashx)
* [International Organization for Standardization, ISO/IEC 42001:2023, Information technology — Artificial intelligence — Management system](https://www.iso.org/standard/81230.html)
* [ISO policy brief: Harnessing international standards for responsible AI development and governance](https://www.iso.org/files/live/sites/isoorg/files/publications/en/PUB100498.pdf) | ISO, 2025
* [ITI's AI Security Policy Principles](https://www.itic.org/documents/artificial-intelligence/ITI_AI-Security-Principles_102124_FINAL.pdf) | Information Technology Industry (ITI) Council, October 2024
* [Just Security's Artificial Intelligence Archive](https://www.justsecurity.org/99958/just-securitys-artificial-intelligence-archive/)
* [Key Considerations When Using Artificial Intelligence in the Public Sector](https://www.aaas.org/sites/default/files/2025-01/Key%20Considerations%20AI%20for%20Public%20Sector.pdf) | EPI Center and AAAS, February 2025
* [Know Your Data](https://knowyourdata.withgoogle.com/) | Google
* [Language Model Risk Cards: Starter Set](https://github.com/leondz/lm_risk_cards) | 
* [Large language models explained with a minimum of math and jargon](https://www.understandingai.org/p/large-language-models-ed-with)
* [LC Labs AI Planning Framework](https://github.com/LibraryOfCongress/labs-ai-framework) | , Library of Congress
* [Learning from other domains to advance AI evaluation and testing](https://www.microsoft.com/en-us/research/wp-content/uploads/2025/08/Learning-from-other-Domains-to-Advance-AI-Evaluation-and-Testing_-v3-1.pdf) | Microsoft
* [Learning from other domains to advance AI evaluation and testing](https://www.microsoft.com/en-us/research/wp-content/uploads/2025/08/Learning-from-other-Domains-to-Advance-AI-Evaluation-and-Testing_-v3-1.pdf) | Microsoft, August 2025
* [Llama 2 Responsible Use Guide](https://ai.meta.com/llama/responsible-use-guide/)
* [LLM Visualization](https://bbycroft.net/llm)
* [Machine Learning Quick Reference: Algorithms](https://support.sas.com/rnd/app/data-mining/enterprise-miner/pdfs/Machine_Learning_Quick_Ref_Algorithms_Mar2017.pdf)
* [Machine Learning Quick Reference: Best Practices](https://support.sas.com/rnd/app/data-mining/enterprise-miner/pdfs/Machine_Learning_Quick_Ref_Best_Practices.pdf)
* [Manifest MLBOM Wiki](https://github.com/manifest-cyber/mlbom)
* [Map of Practices: AutoPractices](https://findresearcher.sdu.dk/ws/portalfiles/portal/295221640/AutoPractices_Map_WEB.pdf) | Governing AI Technologies in Military Systems from the Bottom Up: Practices to Sustain and Strengthen Human Agency, September 2025, The AutoPractices Project. Odense: Center for War Studies
* [Mapping AI Risk Mitigations: Evidence Scan and Draft Mitigation Taxonomy](https://cdn.prod.website-files.com/669550d38372f33552d2516e/6887e58496902e3bcad04a5a_Mapping%20AI%20Risk%20Mitigations.pdf) | MIT AI Risk Index, FutureTech, and MIT, July 2025
* [Mapping Technical Safety Research at AI Companies: A literature review and incentives analysis](https://arxiv.org/pdf/2409.07878) | (IAPS)
* [MIT AI Risk-Management Standards Profile for General-Purpose AI and Foundation Models](https://cltc.berkeley.edu/wp-content/uploads/2025/01/Berkeley-AI-Risk-Management-Standards-Profile-for-General-Purpose-AI-and-Foundation-Models-v1-1.pdf) | University of California, Berkeley, Center for Long-Term Cybersecurity, January 2025
* [Mitigating the risk of generative AI models creating Child Sexual Abuse Materials: An analysis by child safety nonprofit Thorn](https://partnershiponai.org/wp-content/uploads/2024/11/case-study-thorn.pdf) | Partnership on AI and Thorn
* [Model Transparency Ratings](https://aimodelratings.com/) | Trustible
* [model-cards-and-datasheets](https://github.com/ivylee/model-cards-and-datasheets) | 
* [Multi-Agent Risks from Advanced AI](https://www.cs.toronto.edu/~nisarg/papers/Multi-Agent-Risks-from-Advanced-AI.pdf) | Cooperative AI Foundation, February 2025
* [Navigating AI Compliance Part 1 Tracing Failure Patterns in History](https://securityandtechnology.org/wp-content/uploads/2024/12/Navigating-AI-Compliance.pdf) | Institute for Security and Technology (IST), December 2024
* [Navigating AI Compliance Part 2 Risk Mitigation Strategies for Safeguarding Against Future Failures](https://securityandtechnology.org/wp-content/uploads/2025/03/Navigating-AI-Compliance-Part-2-Risk-Mitigation-Strategies-for-Safeguarding-Against-Future-Failures.pdf) | Institute for Security and Technology (IST), March 2025
* [Navigating the AI Frontier: A Primer on the Evolution and Impact of AI Agents](https://reports.weforum.org/docs/WEF_Navigating_the_AI_Frontier_2024.pdf) | World Economic Forum and Capgemini, December 2024
* [NewsGuard AI Tracking Center](https://www.newsguardtech.com/special-reports/ai-tracking-center/)
* [News Integrity in AI Assistants: An international PSM study](https://www.ebu.ch/Report/MIS-BBC/NI_AI_2025.pdf) | EBU and BBC, October 2025
* [On Risk Assessment and Mitigation for Algorithmic Systems](https://drive.google.com/file/d/1ZMt7igUcKUq00yakCnbxBCcaA7vajAix/view) | Integrity Institute Report, February 2024
* [Open Problems in Technical AI Governance: A repository of open problems in technical AI governance](https://taig.stanford.edu/)
* [Open Sourcing Highly Capable Foundation Models](https://www.governance.ai/research-paper/open-sourcing-highly-capable-foundation-models)
* [Opportunities to Strengthen U.S. Biosecurity from AI-Enabled Bioterrorism: What Policymakers Should Know](https://csis-website-prod.s3.amazonaws.com/s3fs-public/2025-08/250806_Adamson_AI-Enabled_Bioterrorism.pdf?VersionId=vS8T0bGMLr_lU7RTcXs8im_ndJuGz0cM) | Center for Strategic and International Studies, August 2025
* [Organization and Training of a Cyber Security Team](http://ieeexplore.ieee.org/document/1245662)
* [Our Data Our Selves, Data Use Policy](https://ourdataourselves.tacticaltech.org/data-use-policy/)
* [OWASP AI Testing Guide](https://owasp.org/www-project-ai-testing-guide/)
* [PAIR Explorables: Datasets Have Worldviews](https://pair.withgoogle.com/explorables/dataset-worldviews/)
* [People + AI Guidebook](https://pair.withgoogle.com/guidebook/) | PAIR Guidebook
* [Perspectives on Issues in AI Governance](https://ai.google/static/documents/perspectives-on-issues-in-ai-governance.pdf) | Google
* [Policy Center for the New South, Artificial Intelligence in Africa: Challenges and Opportunities](https://www.policycenter.ma/sites/default/files/2024-09/PB_23_24%20%28Azeroual%29%20%28EN%29.pdf) | Fahd Azaroual, May 2024
* [Privacy Notice](https://aws.amazon.com/privacy/) | AWS
* [PwC's Responsible AI](https://www.pwc.com/gx/en/issues/data-and-analytics/artificial-intelligence/what-is-responsible-ai.html)
* [RAND Corporation, A Primer for Developers and Policymakers](https://www.rand.org/pubs/research_reports/RRA3084-1.html)
* [RAND Corporation, Analyzing Harms from AI-Generated Images and Safeguarding Online Authenticity](https://www.rand.org/pubs/perspectives/PEA3131-1.html)
* [RAND Corporation, Strengthening Emergency Preparedness and Response for AI Loss of Control Incidents](https://www.rand.org/content/dam/rand/pubs/research_reports/RRA3800/RRA3847-1/RAND_RRA3847-1.pdf) | RAND Europe, July 30, 2025
* [RAND Corporation, US Tort Liability for Large-Scale Artificial Intelligence Damages, A Primer for Developers and Policymakers](https://www.rand.org/pubs/research_reports/RRA3084-1.html)
* [Raising Standards: Data and Artificial Intelligence in Southeast Asia](https://asiasociety.org/sites/default/files/inline-files/ASPI_RaisingStandards_report_fin_web_0.pdf) | Asia Society Policy Institute, Elina Noor and Mark Bryan Manantan, July 2022
* [Ravit Dotan's Projects](https://www.techbetter.ai/projects-1)
* [Real People in Fake Porn: How a Federal Right of Publicity Could Assist in the Regulation of Deepfake Pornography](https://www.americanbar.org/content/dam/aba/publications/Jurimetrics/spring-2024/real-people-in-fake-porn-how-a-federal-right-of-publicity-could-assist-in-the-regulation-of-deepfake-pornography.pdf)
* [Recommendations for the Independent International Scientific Panel on AI and the Global Dialogue on AI Governance](https://drive.google.com/file/d/17mBzqt7foXThI9xcAP8gsTKan34Zk5Mv/view) | Simon Institute for Longterm Governance, February 2025
* [Regulating Under Uncertainty: Governance Options for Generative AI](https://fsi9-prod.s3.us-west-1.amazonaws.com/s3fs-public/2024-12/GenAI_Report_REV_Master_%20as%20of%20Dec%2012.pdf) | Stanford Cyber Policy Center, Florence G'Sell, September 2024
* [Responsible AI at Stanford: Enabling innovation through AI best practices](https://uit.stanford.edu/security/responsibleai)
* [Responsible Data Stewardship in Practice](https://www.turing.ac.uk/sites/default/files/2024-06/aieg-ati-5-datastewardshipv1.2.pdf) | The Alan Turing Institute
* [Responsible Enterprise AI in the Agentic Era](https://www.infosys.com/iki/documents/responsible-enterprise-ai-agentic-era.pdf) | Infosys
* [Responsible Practices for Synthetic Media: A Framework for Collective Action](https://syntheticmedia.partnershiponai.org/)
* [Risk Taxonomy and Thresholds for Frontier AI Frameworks](https://www.frontiermodelforum.org/uploads/2025/06/FMF-Technical-Report-on-Frontier-Risk-Taxonomy-and-Thresholds.pdf) | Frontier Model Forum, June 18, 2025
* [Risk Tiers: Towards a Gold Standard for Advanced AI](https://aigi.ox.ac.uk/wp-content/uploads/2025/06/AIGI-gold-standard-risk-tiers-convening.pdf) | AI Governance Initiative, Oxford Martin School, and the University of Oxford, June 2025
* [Safe and Reliable Machine Learning](https://www.dropbox.com/s/sdu26h96bc0f4l7/FAT19-AI-Reliability-Final.pdf?dl=0)
* [Sample AI Incident Response Checklist](https://bnh-ai.github.io/resources/)
* [SHRM Generative Artificial Intelligence AI Chatbot Usage Policy](https://www.shrm.org/resourcesandtools/tools-and-samples/policies/pages/chatgpt-generative-ai-usage.aspx)
* [Sovereign AI and Sustainable Computation for Indigenous Communities](https://iem.ucsd.edu/_files/GEMSTONES-FOX-ZGPUS-PLUS-BIOSKETCH-031225.pdf) | Keolu Fox
* [State of Agentic AI Security and Governance: OWASP Gen AI Security Project Agentic Security Initiative](https://genai.owasp.org/download/50592/?tmstv=1754459367) | Version 1.0, July 2025
* [State of AI Safety in China](https://concordia-ai.com/wp-content/uploads/2025/07/State-of-AI-Safety-in-China-2025.pdf) | Concordia AI, July 2025
* [Std 1012-1998 Standard for Software Verification and Validation](https://people.eecs.ku.edu/~hossein/Teaching/Stds/1012.pdf)
* [Summary Report: Workshop on the Geopolitics of Critical Minerals and the AI Supply Chain](https://www.ias.edu/sites/default/files/Critical-Minerals-Workshop_Summary-Report.pdf) | Institute for Advanced Study, August 2025
* [Synthetic Data: The New Data Frontier](https://reports.weforum.org/docs/WEF_Synthetic_Data_2025.pdf) | World Economic Forum, September 2025
* [System cards](https://ai.meta.com/tools/system-cards/) | Meta
* [Taskade: AI Audit PBC Request Checklist Template](https://www.taskade.com/templates/engineering/audit-pbc-request-checklist)
* [Taxonomy of Failure Mode in Agentic AI Systems](https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/microsoft/final/en-us/microsoft-brand/documents/Taxonomy-of-Failure-Mode-in-Agentic-AI-Systems-Whitepaper.pdf) | Microsoft
* [Technology Trends Outlook 2025](https://www.mckinsey.com/~/media/mckinsey/business%20functions/mckinsey%20digital/our%20insights/the%20top%20trends%20in%20tech%202025/mckinsey-technology-trends-outlook-2025.pdf) | McKinsey & Company, July 2025, Fifth Edition
* [Tech Policy Press - Artificial Intelligence](https://www.techpolicy.press/category/artificial-intelligence/)
* [TechTarget: 9 questions to ask when auditing your AI systems](https://www.techrepublic.com/article/9-questions-to-ask-when-auditing-your-ai-systems/)
* [The AI Act between Digital and Sectoral Regulations](https://www.bertelsmann-stiftung.de/fileadmin/files/user_upload/The_AI_Act_between_Digital_and_Sectoral_Regulations__2024_en.pdf) | Bertelsmann Stiftung, December 2024
* [The AI Act is coming: EU reaches political agreement on comprehensive regulation of artificial intelligence](https://www.engage.hoganlovells.com/knowledgeservices/news/the-ai-act-is-coming-eu-reaches-political-agreement-on-comprehensive-regulation-of-artificial-intelligence?nav=FRbANEucS95NMLRN47z%2BeeOgEFCt8EGQ71hKXzqW2Ec%3D&key=BcJlhLtdCv6%2FJTDZxvL23TQa3JHL2AIGr93BnQjo2SkGJpG9xDX7S2thDpAQsCconWHAwe6cJTmX%2FZxLGrXbZz2L%2BEiiz68X&uid=iZAX%2FROFT6Q%3D) | Hogan Lovells
* [The Complete Guide to Crowdsourced Security Testing, Government Edition](https://www.synack.com/wp-content/uploads/2022/09/Crowdsourced-Security-Landscape-Government.pdf) | Synack
* [The Ethics of AI Ethics: An Evaluation of Guidelines](https://link.springer.com/content/pdf/10.1007/s11023-020-09517-8.pdf)
* [The Ethics of Developing, Implementing, and Using Advanced Warehouse Technologies: Top-Down Principles Versus The Guidance Ethics Approach](https://journals.open.tudelft.nl/jhtr/article/view/7098/6136)
* [The Foundation Model Transparency Index](https://crfm.stanford.edu/fmti/)
* [The Future Is Now: Artificial Intelligence and the Legal Profession](https://www.ibanet.org/document?id=The-future-is%20now-AI-and-the-legal-profession-report) | International Bar Association and the Center for AI and Digital Policy
* [The Implications of Artificial Intelligence in Cybersecurity: Shifting the Offense-Defense Balance](https://securityandtechnology.org/virtual-library/reports/the-implications-of-artificial-intelligence-in-cybersecurity/) | Institute for Security and Technology (IST)
* [The Landscape of ML Documentation Tools](https://huggingface.co/docs/hub/model-card-landscape-analysis) | Hugging Face
* [The Rise of Generative AI and the Coming Era of Social Media Manipulation 3.0: Next-Generation Chinese Astroturfing and Coping with Ubiquitous AI](https://www.rand.org/pubs/perspectives/PEA2679-1.html)
* [Towards Effective Governance of Foundation Models and Generative AI](https://thefuturesociety.org/towards-effective-governance-of-foundation-models-and-generative-ai/) | Future Society
* [Toward an evaluation science for generative AI systems](https://arxiv.org/pdf/2503.05336)
* [Towards Traceability in Data Ecosystems using a Bill of Materials Model](https://arxiv.org/pdf/1904.04253.pdf) | Manifest MLBOM Wiki
* [Transformed by AI: How Generative Artificial Intelligence Could Affect Work in the UK—And How to Manage It](https://ippr-org.files.svdcdn.com/production/Downloads/Transformed_by_AI_March24_2024-03-27-121003_kxis.pdf) | Institute for Public Policy Research (IPPR)
* [Troubleshooting Deep Neural Networks](http://josh-tobin.com/assets/pdf/troubleshooting-deep-neural-networks-01-19.pdf)
* [Trustible, Enhancing the Effectiveness of AI Governance Committees](https://www.trustible.ai/post/enhancing-the-effectiveness-of-ai-governance-committees)
* [Twitter Algorithmic Bias Bounty](https://hackerone.com/twitter-algorithmic-bias?type=team)
* [Understanding data governance in AI: Mapping governance](https://theodi.org/insights/reports/understanding-data-governance-in-ai-mapping-governance/) | Open Data Institute
* [Unite.AI: How to perform an AI Audit in 2023](https://www.unite.ai/how-to-perform-an-ai-audit-in-2023/)
* [University of California, Berkeley, Center for Long-Term Cybersecurity, AI Risk-Management Standards Profile for General-Purpose AI and Foundation Models](https://cltc.berkeley.edu/wp-content/uploads/2025/01/Berkeley-AI-Risk-Management-Standards-Profile-for-General-Purpose-AI-and-Foundation-Models-v1-1.pdf) | Version 1.1, January 2025
* [University of California, Berkeley, Center for Long-Term Cybersecurity, Decision Points in AI Governance: Three Case Studies Explore Efforts to Operationalize AI Principles](https://cltc.berkeley.edu/wp-content/uploads/2020/05/Decision_Points_AI_Governance.pdf)
* [University of California, Berkeley, Center for Long-Term Cybersecurity, Intolerable Risk Threshold Recommendations for Artificial Intelligence: Key Principles, Considerations, and Case Studies to Inform Frontier AI Safety Frameworks for Industry and Government](https://cltc.berkeley.edu/wp-content/uploads/2025/02/Intolerable-Risk-Threshold-Recommendations-for-Artificial-Intelligence.pdf) | February 2025
* [University of California, Berkeley, Information Security Office, How to Write an Effective Website Privacy Statement](https://security.berkeley.edu/how-write-effective-website-privacy-statement)
* [University of Washington Tech Policy Lab, Data Statements](https://techpolicylab.uw.edu/data-statements/)
* [US Open-Source AI Governance: Balancing Ideological and Geopolitical Considerations with China Competition](https://cdn.prod.website-files.com/65af2088cac9fb1fb621091f/67aaca031ed677c879434284_Final_US%20Open-Source%20AI%20Governance.pdf) | Center for AI Policy, February 2025
* [Warning Signs: The Future of Privacy and Security in an Age of Machine Learning](https://fpf.org/wp-content/uploads/2019/09/FPF_WarningSigns_Report.pdf)
* [What Are High-Risk AI Systems Within the Meaning of the EU’s AI Act, and What Requirements Apply to Them?](https://www.wilmerhale.com/en/insights/blogs/wilmerhale-privacy-and-cybersecurity-law/20240717-what-are-highrisk-ai-systems-within-the-meaning-of-the-eus-ai-act-and-what-requirements-apply-to-them) | WilmerHale
* [When Not to Trust Your Explanations](https://docs.google.com/presentation/d/10a0PNKwoV3a1XChzvY-T1mWudtzUIZi3sCMzVwGSYfM/edit)
* [Who Should Develop Which AI Evaluations?](https://oms-www.files.svdcdn.com/production/downloads/reports/Who%20should%20develop%20which%20AI%20evaluations.pdf?dm=1737016728)
* [Why We Need to Know More: Exploring the State of AI Incident Documentation Practices](https://dl.acm.org/doi/fullHtml/10.1145/3600211.3604700)
* [Worldwide AI Ethics: A Review of 200 Guidelines and Recommendations for AI Governance](https://arxiv.org/pdf/2206.11922)
* [You Created A Machine Learning Application Now Make Sure It's Secure](https://www.oreilly.com/ideas/you-created-a-machine-learning-application-now-make-sure-its-secure)
* [YouTube's Anorexia Algorithm: How YouTube Recommends Eating Disorders Videos to Young Girls](https://counterhate.com/wp-content/uploads/2024/12/CCDH.YoutubeED.Nov24.Report_FINAL.pdf) | Center for Countering Digital Hate (CCDH)
#### Infographics and Cheat Sheets
* [Foundation Model Development Cheatsheet](https://fmcheatsheet.org/)
* Future of Privacy Forum
* [EU AI Act: A Comprehensive Implementation & Compliance Timeline](https://fpf.org/resource/eu-ai-act-a-comprehensive-implementation-compliance-timeline/)
* [The Spectrum of Artificial Intelligence](https://fpf.org/wp-content/uploads/2021/01/FPF_AIEcosystem_illo_03.pdf)
* [Generative AI framework and Generative AI value tree modelling diagram](https://media.licdn.com/dms/image/v2/D4D22AQEKqP2a6_rsCw/feedshare-shrink_1280/B4DZP0cUWFHUAo-/0/1734972885448?e=1738195200&v=beta&t=PMJq6Ti1lisMMkyhnWojcdDt_DAlmYtV6MUQbqWu4hc)
* [Global Index for AI Safety: AGILE Index on Global AI Safety Readiness Feb 2025](https://agile-index.ai/Global-Index-For-AI-Safety-Report-EN.pdf)
* IAPP
* [EU AI Act Cheat Sheet](https://iapp.org/media/pdf/resource_center/eu_ai_act_cheat_sheet.pdf)
* [EU AI Act Compliance Matrix](https://iapp.org/resources/article/eu-ai-act-compliance-matrix/)
* [Machine Learning Attack_Cheat_Sheet](https://resources.oreilly.com/examples/0636920415947/-/blob/master/Attack_Cheat_Sheet.png)
* [Navigating the EU AI Act: A Process Map for making AI Systems available](https://www.appliedai-institute.de/assets/files/EU_AI_Act_Compliance_Journey.pdf) | AppliedAI Institute
* [Oliver Patel's Cheat Sheets](https://www.linkedin.com/in/oliver-patel/recent-activity/images/)
#### AI Red-Teaming Resources
##### Papers
* [Adding Error Bars to Evals: A Statistical Approach to Language Model Evaluations](https://arxiv.org/pdf/2411.00640)
* [Exploiting Novel GPT-4 APIs](https://arxiv.org/abs/2312.14302)
* [GenAI Red Teaming Guide: A Practical Approach to Evaluating AI Vulnerabilities](https://genai.owasp.org/download/44859/?tmstv=1737593350) | OWASP Version 1.0, January 23, 2025
* [Identifying and Eliminating CSAM in Generative ML Training Data and Models](https://purl.stanford.edu/kh752sm9123)
* [Jailbreaking Black Box Large Language Models in Twenty Queries](https://arxiv.org/abs/2310.08419)
* [LLM Agents can Autonomously Exploit One-day Vulnerabilities](https://arxiv.org/abs/2404.08144)
* [No, LLM Agents can not Autonomously Exploit One-day Vulnerabilities](https://struct.github.io/auto_agents_1_day.html)
* [Red Teaming for GenAI Harms: Revealing the Risks and Rewards for Online Safety](https://www.ofcom.org.uk/siteassets/resources/documents/consultations/discussion-papers/red-teaming/red-teaming-for-gen-ai-harms.pdf?v=370762) | Ofcom, July 23, 2024
* [Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned](https://arxiv.org/abs/2209.07858)
* [Red Teaming of Advanced Information Assurance Concepts](https://ieeexplore.ieee.org/document/821513)
##### Tools and Guidance
* [@dotey on X/Twitter exploring GPT prompt security and prevention measures](https://x.com/dotey/status/1724623497438155031?s=20)
* [0xeb / GPT-analyst](https://github.com/0xeb/gpt-analyst/) | 
* [0xk1h0 / ChatGPT "DAN" and other "Jailbreaks"](https://github.com/0xk1h0/ChatGPT_DAN) | 
* [A Safe Harbor for AI Evaluation and Red Teaming](https://arxiv.org/pdf/2403.04893)
* [ACL 2024 Tutorial: Vulnerabilities of Large Language Models to Adversarial Attacks](https://llm-vulnerability.github.io/)
* [Azure's PyRIT](https://github.com/Azure/PyRIT) | 
* [Berkeley Center for Long-Term Cybersecurity](https://cltc.berkeley.edu/publication/benchmark-early-and-red-team-often-a-framework-for-assessing-and-managing-dual-use-hazards-of-ai-foundation-models/)
* [CDAO frameworks, guidance, and best practices for AI test & evaluation](https://gitlab.jatic.net/home/frameworks)
* [ChatGPT_system_prompt](https://github.com/LouisShark/chatgpt_system_prompt) | 
* [coolaj86 / Chat GPT "DAN" and other "Jailbreaks"](https://gist.github.com/coolaj86/6f4f7b30129b0251f61fa7baaa881516) | 
* [CSET, What Does AI-Red Teaming Actually Mean?](https://cset.georgetown.edu/article/what-does-ai-red-teaming-actually-mean/)
* [DAIR Prompt Engineering Guide](https://www.promptingguide.ai/)
* [DAIR Prompt Engineering Guide GitHub](https://github.com/dair-ai/Prompt-Engineering-Guide) | 
* [Extracting Training Data from ChatGPT](https://not-just-memorization.github.io/extracting-training-data-from-chatgpt.html)
* [Frontier Model Forum: What is Red Teaming?](https://www.frontiermodelforum.org/uploads/2023/10/FMF-AI-Red-Teaming.pdf)
* [Generative AI Red Teaming Challenge: Transparency Report 2024](https://drive.google.com/file/d/1JqpbIP6DNomkb32umLoiEPombK2-0Rc-/view)
* [HackerOne, An Emerging Playbook for AI Red Teaming with HackerOne](https://www.hackerone.com/thought-leadership/ai-safety-red-teaming)
* [Humane Intelligence, SeedAI, and DEFCON AI Village, Generative AI Red Teaming Challenge: Transparency Report 2024](https://drive.google.com/file/d/1JqpbIP6DNomkb32umLoiEPombK2-0Rc-/view)
* [In-The-Wild Jailbreak Prompts on LLMs](https://github.com/verazuo/jailbreak_llms) | 
* [Learn Prompting, Prompt Hacking](https://learnprompting.org/docs/category/-prompt-hacking)
* [MiesnerJacob / learn-prompting, Prompt Hacking](https://github.com/MiesnerJacob/learn-prompting/blob/main/08.%F0%9F%94%93%20Prompt%20Hacking.ipynb) | 
* [leeky: Leakage/contamination testing for black box language models](https://github.com/mjbommar/leeky) | 
* [LLM Security & Privacy](https://github.com/chawins/llm-sp) | 
* [Membership Inference Attacks and Defenses on Machine Learning Models Literature](https://github.com/HongshengHu/membership-inference-machine-learning-literature) | 
* [Lakera AI's Gandalf](https://gandalf.lakera.ai/)
* [leondz / garak](https://github.com/leondz/garak) | 
* [Microsoft AI Red Team building future of safer AI](https://www.microsoft.com/en-us/security/blog/2023/08/07/microsoft-ai-red-team-building-future-of-safer-ai/)
* [OpenAI Red Teaming Network](https://openai.com/blog/red-teaming-network)
* [r/ChatGPTJailbreak](https://www.reddit.com/r/ChatGPTJailbreak/)
* [developer mode fixed](https://www.reddit.com/r/ChatGPTJailbreak/comments/144905t/developer_mode_fixed/)
* [Y Combinator, ChatGPT Grandma Exploit](https://news.ycombinator.com/item?id=35630801)
#### Generative AI Explainability
* [AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models](http://sameersingh.org/files/papers/allennlp-interpret-demo-emnlp19.pdf)
* Anthropic
* [Chain-of-thought Faithfulness](https://transformer-circuits.pub/2025/attribution-graphs/biology.html#dives-cot)
* [Scaling Monosemanticity: Extracting Interpretable Features from Claude 3 Sonnet](https://transformer-circuits.pub/2024/scaling-monosemanticity/index.html)
* [Towards Monosemanticity: Decomposing Language Models With Dictionary Learning](https://transformer-circuits.pub/2023/monosemantic-features/index.html)
* [Tracing the thoughts of a large language model](https://www.anthropic.com/research/tracing-thoughts-language-model)
* [Attention Is All You Need](https://arxiv.org/pdf/1706.03762)
* [Backpack Language Models](https://arxiv.org/pdf/2305.16765)
* Jay Alammar
* [Finding the Words to Say: Hidden State Visualizations for Language Models](https://jalammar.github.io/hidden-states/)
* [Interfaces for Explaining Transformer Language Models](https://jalammar.github.io/explaining-transformers/)
* [Neuronpedia](https://www.neuronpedia.org/)
* [Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge Graph](https://openreview.net/forum?id=dWYRjT501w)[](https://github.com/Ipazia-AI/latent-explorer)
#### University Policies and Guidance
* [Brown University, Classroom Policies for AI Generative Tools (PDF)](https://sheridan.brown.edu/sites/default/files/2023-09/Classroom-Policies-for-AI-Generative-Tools.pdf)
* [Carnegie Mellon University, Generative Artificial Intelligence (AI) (Computing Services)](https://www.cmu.edu/computing/services/ai/)
* [Carnegie Mellon University, Use AI Safely at CMU](https://www.cmu.edu/computing/services/ai/meet-ai/secure-ai.html)
* [Columbia Business School, Generative AI Policy](https://students.business.columbia.edu/office-of-student-affairs/academic-advising-and-student-success/academic-integrity/generative-ai-policy)
* [Columbia University, Considerations for AI Tools in the Classroom](https://ctl.columbia.edu/resources-and-technology/resources/ai-tools/)
* [Columbia University, Generative AI Policy](https://provost.columbia.edu/content/office-senior-vice-provost/ai-policy)
* [Cornell University, GenAI in Teaching and Learning (Academic Innovation)](https://academicinnovation.cornell.edu/gen-ai/)
* [Cornell University, Generative Artificial Intelligence (Center for Teaching Innovation)](https://teaching.cornell.edu/generative-artificial-intelligence)
* [Duke University, Artificial Intelligence Policies: Guidelines and Considerations](https://lile.duke.edu/ai-and-teaching-at-duke-2/artificial-intelligence-policies-in-syllabi-guidelines-and-considerations/)
* [Duke University, Generative AI and Teaching at Duke](https://lile.duke.edu/ai-and-teaching-at-duke-2/)
* [Durham University, Common Awards Policy and Guidance on Generative AI (PDF)](https://www.durham.ac.uk/media/durham-university/departments-/common-awards/documents/AI-Policy-and-Guidance.pdf)
* [George Washington University, Faculty Resources: Generative AI](https://guides.himmelfarb.gwu.edu/faculty/generative-AI)
* [George Washington University, Guidelines for Using Generative Artificial Intelligence at the George Washington University April 2023](https://provost.gwu.edu/sites/g/files/zaxdzs5926/files/2023-04/generative-artificial-intelligence-guidelines-april-2023.pdf)
* [George Washington University, Guidelines for Using Generative Artificial Intelligence in Connection with Academic Work](https://provost.gwu.edu/guidelines-using-generative-artificial-intelligence-connection-academic-work-0)
* [Georgetown University, Artificial Intelligence and Homework Support Policies](https://cndls.georgetown.edu/resources/syllabus-policies/ai-and-homework-support/)
* [Georgetown University, Artificial Intelligence Generative Resources](https://guides.library.georgetown.edu/ai)
* [Georgetown University, Teaching with AI](https://cndls.georgetown.edu/resources/ai/)
* [Georgia Institute of Technology, Generative AI Guidance (OIT)](https://oit.gatech.edu/ai/guidance)
* [Harvard Business School, 2.1.2 Using ChatGPT & Artificial Intelligence Tools](https://www.hbs.edu/mba/handbook/standards-of-conduct/academic/Pages/chatgpt-and-ai.aspx)
* [Harvard Graduate School of Education, HGSE AI Policy](https://registrar.gse.harvard.edu/AI-policy)
* [Harvard University, Guidelines for Using ChatGPT and other Generative AI tools at Harvard](https://provost.harvard.edu/guidelines-using-chatgpt-and-other-generative-ai-tools-harvard)
* [Johns Hopkins University, Generative AI Tool Guidance: Syllabus Statements (Teaching @ JHU)](https://teaching.jhu.edu/university-teaching-policies/generative-ai/syllabus-statements/)
* [Massachusetts Institute of Technology, Generative AI & Your Course](https://tll.mit.edu/teaching-resources/course-design/gen-ai-your-course/)
* [Massachusetts Institute of Technology, Guidance for use of Generative AI tools](https://ist.mit.edu/ai-guidance)
* [McMaster University, Provisional Guidelines on the Use of Generative AI in Teaching and Learning](https://provost.mcmaster.ca/generative-artificial-intelligence-2/task-force-on-generative-ai-in-teaching-and-learning/provisional-guidelines-on-the-use-of-generative-ai-in-teaching-and-learning/)
* [New York University, Student Learning with Generative AI](https://www.nyu.edu/faculty/teaching-and-learning-resources/Student-Learning-with-Generative-AI.html)
* [New York University, Teaching with Generative Tools](https://www.nyu.edu/faculty/teaching-and-learning-resources/teaching-with-generative-tools.html)
* [Northwestern University, Guidance on the Use of Generative AI (Northwestern IT)](https://www.it.northwestern.edu/about/policies/guidance-on-the-use-of-generative-ai.html)
* [Northwestern University, Use of Generative Artificial Intelligence in Courses](https://ai.northwestern.edu/education/use-of-generative-artificial-intelligence-in-courses.html)
* [Oxford Brookes University, GenAI University wide policy and practice](https://www.brookes.ac.uk/staff/working-at-brookes/learning-and-career-development/academic-enhancement-and-development/teaching-and-learning/genai-university-wide-policy-and-practice)
* [Pennsylvania State University, AI Hub Guidelines](https://ai.psu.edu/guidelines/)
* [Princeton University Library, Disclosing the Use of AI](https://libguides.princeton.edu/generativeAI/disclosure)
* [Princeton University, Generative AI Tools Use Policy](https://oit.princeton.edu/policies/generative-ai-tools-use-policy)
* [Princeton University, Generative AI](https://oit.princeton.edu/generative-ai)
* [Rutgers University, Guidance on the use of AI at Rutgers](https://it.rutgers.edu/ai/guidance-on-the-use-of-ai-at-rutgers/)
* [Stanford Graduate School of Business, Course Policies on Generative AI Use](https://tlhub.stanford.edu/docs/course-policies-on-generative-ai-use/)
* [Stanford University, Artificial Intelligence Teaching Guide](https://teachingcommons.stanford.edu/teaching-guides/artificial-intelligence-teaching-guide)
* [Stanford University, Creating your course policy on AI](https://teachingcommons.stanford.edu/teaching-guides/artificial-intelligence-teaching-guide/creating-your-course-policy-ai)
* [Stanford University, Generative AI Policy Guidance](https://communitystandards.stanford.edu/generative-ai-policy-guidance)
* [Stanford University, Responsible AI at Stanford](https://uit.stanford.edu/security/responsibleai)
* [The Open University, Position Statement and Guidance: Generative AI and Doctoral Education](https://university.open.ac.uk/students/research/ou/services/position-statement-and-guidance-generative-ai-and-doctoral-education)
* [Tufts University CELT, Developing Syllabus Statements for AI](https://provost.tufts.edu/celt/online-resources/artificial-intelligence/ai-syllabus-statements/)
* [Tufts University, Guidelines for Use of Generative AI Tools](https://it.tufts.edu/guidelines-use-generative-ai-tools)
* [University of Alberta, Report of the Provost’s Task Force on Artificial Intelligence and the Learning Environment (PDF)](https://www.ualberta.ca/en/provost/media-library/policies-and-procedures/report-of-the-provosts-task-force-on-artificial-intelligence-and-the-learning-environment.pdf)
* [University of Birmingham, Generative Artificial Intelligence (AI) framework for teaching/learning/assessment](https://www.birmingham.ac.uk/libraries/education-excellence/gai)
* [University of British Columbia, Resources (Generative AI)](https://genai.ubc.ca/resources/)
* [University of British Columbia, Teaching & Learning Guidelines (Generative AI)](https://genai.ubc.ca/guidance/teaching-learning-guidelines/)
* [University of California, AI Governance and Transparency](https://ai.universityofcalifornia.edu/governance-transparency/)
* [University of California, Applicable Law and UC Policy](https://ai.universityofcalifornia.edu/governance-transparency/applicable-law-and-policy.html)
* [University of California, Berkeley, AI at UC Berkeley](https://ai.berkeley.edu/home)
* [University of California, Irvine, Generative AI for Teaching and Learning](https://dtei.uci.edu/generative-ai/)
* [University of California, Legal Alert: Artificial Intelligence Tools](https://www.ucop.edu/ethics-compliance-audit-services/_files/compliance/ai/ai-alert.pdf)
* [University of California, Los Angeles, Generative AI](https://genai.ucla.edu/)
* [University of California, Los Angeles, Guiding Principles for Responsible Use](https://genai.ucla.edu/guiding-principles-responsible-use)
* [University of California, Los Angeles, Teaching Guidance for ChatGPT and Related AI Developments](https://senate.ucla.edu/news/teaching-guidance-chatgpt-and-related-ai-developments)
* [University of Cambridge (Blended Learning Service), Generative AI and Assessment](https://blendedlearning.cam.ac.uk/artificial-intelligence-and-education/generative-ai-and-assessment)
* [University of Cambridge (Blended Learning Service), Using Generative AI](https://blendedlearning.cam.ac.uk/artificial-intelligence-and-education/using-generative-ai)
* [University of Chicago, Generative AI Guidance](https://genai.uchicago.edu/en/about/generative-ai-guidance)
* [University of Chicago, Guidance for Syllabus Statements on the Use of AI Tools](https://teaching.uchicago.edu/sites/default/files/2023-09/CCTL_AI%20Syllabus%20Statements.pdf)
* [University of East Anglia, Generative AI Policy for Teaching and Learning (PDF)](https://assets.uea.ac.uk/f/185167/x/5558a0f812/generative-ai-policy-for-teaching-and-learning.pdf)
* [University of Edinburgh, Generative AI Guidance for Students (PDF)](https://registryservices.ed.ac.uk/sites/default/files/2024-10/Generative%20AI%20Guidance%20for%20Students%20October%202024.pdf)
* [University of Florida (CITT), Generative AI and Teaching](https://citt.it.ufl.edu/services/learning-innovation-and-technology/artificial-intelligence/gen-ai-and-teaching/)
* [University of Florida, Guidance for Instructors (Teaching with AI)](https://ai.ufl.edu/teaching-with-ai/expanding-the-ai-curriculum/guidance-for-instructors/)
* [University of Illinois Chicago, Generative AI Resources and Guidance for Faculty](https://provost.uic.edu/news-stories/generative-ai-resources-and-guidance-for-faculty/)
* [University of Illinois Urbana-Champaign, Generative AI Guidance (Graduate College)](https://grad.illinois.edu/academics/thesis-dissertation/writing-your-thesis/ai-guidance)
* [University of Illinois Urbana-Champaign, Teaching Implications of Generative Artificial Intelligence (CITL)](https://citl.illinois.edu/citl-101/teaching-learning/resources/teaching-implications-of-generative-artificial-intelligence)
* [University of Kent, AI Use Guidelines (Using Generative AI in your studies)](https://student.kent.ac.uk/studies/using-generative-ai-in-your-studies/ai-use-guidelines)
* [University of Leeds, AI and assessments (Generative AI)](https://generative-ai.leeds.ac.uk/ai-and-assessments/)
* [University of Leeds, Generative AI guidance for taught students (PDF)](https://generative-ai.leeds.ac.uk/wp-content/uploads/sites/134/2023/12/UoL-GenAI-guidance-for-taught-students.pdf)
* [University of Leicester, Policy on Generative AI in Learning, Teaching and Assessment (PDF)](https://le.ac.uk/-/media/uol/docs/policies/quality/ai-policy.pdf)
* [University of Liverpool, AI at Liverpool: Policies and Guidance](https://www.liverpool.ac.uk/about/the-university/reports-policies-and-governance/ai-at-liverpool/policies-and-guidance/)
* [University of Maryland, Guidelines for Use (AI @ UMD)](https://ai.umd.edu/resources-guidelines/guidelines-for-use)
* [University of Michigan (CRLT), Academic Integrity, GenAI](https://crlt.umich.edu/academic-integrity-genai)
* [University of Michigan, Generative AI Academic Integrity Resources](https://academictechnology.umich.edu/instructional-resources/generative-ai/academic-integrity-resources)
* [University of Michigan, Guidance for Faculty/Instructors (GenAI)](https://genai.umich.edu/resources/faculty)
* [University of Minnesota, Teaching with Generative AI](https://teachingsupport.umn.edu/teaching-generative-ai)
* [University of Northern British Columbia, Guidance on using generative AI](https://www.unbc.ca/provost/guidance-acceptability-using-generative-ai-coursework)
* [University of Notre Dame, AI Recommendations for Instructors](https://honorcode.nd.edu/ai-recommendations-for-instructors/)
* [University of Notre Dame, AI@ND Policies and Guidelines](https://ai.nd.edu/policies-and-guidelines/)
* [University of Notre Dame, Generative AI Policy for Students](https://honorcode.nd.edu/generative-ai-policy-for-students-august-2023/)
* [University of Pennsylvania, Penn AI Guidance and Policies (CETLI)](https://cetli.upenn.edu/resources/generative-ai/penn-ai-guidance-and-policies/)
* [University of Pennsylvania, Statement on Guidance for the Penn Community on Use of Generative Artificial Intelligence (ISC)](https://isc.upenn.edu/security/AI-guidance)
* [University of Pittsburgh, Teaching with Generative AI](https://teaching.pitt.edu/resources/teaching-with-generative-ai/)
* [University of Portsmouth, AI Guidance for teaching staff](https://www.port.ac.uk/policy/ai-guidance-for-teaching-staff)
* [University of South Carolina, Report of the 2024–2025 Provost’s Task Force on the Use of AI Tools in Teaching and Learning](https://sc.edu/about/offices_and_divisions/cte/teaching_resources/docs/ai_task_force_report.pdf)
* [University of Southampton, Using Generative AI During Your Studies](https://www.southampton.ac.uk/about/governance/regulations-policies/policies/using-gen-ai-during-your-studies)
* [University of Southern California, Using Generative AI in Research](https://libguides.usc.edu/generative-AI/home)
* [University of Texas at Austin, Generative AI in Teaching and Learning: Policies](https://ctl.utexas.edu/generative-ai-teaching-and-learning-policies)
* [University of Texas at Austin, Guidance for Using Artificial Intelligence (Enterprise Technology)](https://tech.utexas.edu/governance/guidance-for-ai)
* [University of Toronto (School of Graduate Studies), Guidance on the Use of Generative Artificial Intelligence](https://www.sgs.utoronto.ca/about/guidance-on-the-use-of-generative-artificial-intelligence/)
* [University of Virginia, Guidance for Faculty & Students (Generative AI in Teaching and Learning)](https://genai.provost.virginia.edu/guidance-for-faculty-students)
* [University of Washington, AI+Teaching, Sample syllabus statements regarding student use of artificial intelligence](https://teaching.washington.edu/course-design/ai/sample-ai-syllabus-statements/)
* [University of Washington, AI+Teaching](https://teaching.washington.edu/course-design/ai/)
* [University of Wisconsin–Madison, Statement on Use of Generative AI](https://it.wisc.edu/generative-ai-services-uw-madison/statement-on-use-of-generative-ai/)
* [Vanderbilt University, Sample Syllabi Statements for Generative AI and ChatGPT Usage (PDF)](https://cdn.vanderbilt.edu/vu-sub/wp-content/uploads/sites/59/2023/09/07192929/Sample-Syllabi-Statements-for-Generative-AI-and-ChatGPT-Usage.pdf)
* [Virginia Tech, Considering Generative AI at Virginia Tech](https://tlos.vt.edu/resources/generative-ai.html)
* [Yale University, AI at Yale](https://ai.yale.edu/)
* [Yale University, AI Guidance for Teachers](https://poorvucenter.yale.edu/AIguidance)
* [Yale University, Guidelines for the Use of Generative AI Tools](https://provost.yale.edu/news/guidelines-use-generative-ai-tools)
### Official Policy, Frameworks, and Guidance
This section serves as a repository for policy documents, regulations, guidelines, and recommendations that govern the ethical and responsible use of artificial intelligence and machine learning technologies. From international legal frameworks to specific national laws, the resources cover a broad spectrum of topics such as fairness, privacy, ethics, and governance.
#### Australia
* Department of Industry, Science and Resources
* [AI Governance: Leadership insights and the Voluntary AI Safety Standard in practice](https://www.industry.gov.au/news/ai-governance-leadership-insights-and-voluntary-ai-safety-standard-practice) | Department of Industry, Science and Resources
* [AI Plan for the Australian Public Service](https://www.digital.gov.au/sites/default/files/documents/2025-11/APS%20AI%20Plan%202025.pdf) | 2025
* [Artificial Intelligence Model Clauses](https://www.buyict.gov.au/sys_attachment.do?sys_id=e535e2ca935caa10438b39cdfaba103d) | Digital Transformation Agency, Version 2.0, March 2025
* [Australian AI Security Framework Index](https://github.com/Benjamin-KY/Australian-AI-Security) | 
* [Australia’s AI Ethics Principles](https://www.industry.gov.au/publications/australias-artificial-intelligence-ethics-framework/australias-ai-ethics-principles)
* [Guidance for AI Adoption](https://www.industry.gov.au/publications/guidance-for-ai-adoption) | National Artificial Intelligence Centre, October 21, 2025
* [Guidance for AI Adoption: Foundations v1.0](https://www.industry.gov.au/sites/default/files/2025-10/guidance-for-ai-adoption-foundations.pdf) | National Artificial Intelligence Centre, October 2025
* [Guidance for AI Adoption: Implementation practices v1.0](https://www.industry.gov.au/sites/default/files/2025-10/guidance-for-ai-adoption-implementation-practices.pdf) | National Artificial Intelligence Centre, October 2025
* [Guide for Australian Business: Understanding 42001](https://cdn.prod.website-files.com/6420f704f2602a2ee7f79d26/662aefb77b3077382ff25eef_understanding%2042001%20ai%20management%20system%20standard%20whitepaper.pdf) | AS ISO/IEC 42001:2023, Information Technology – Artificial Intelligence – Management System | Standards Australia and National Artificial Intelligence Centre
* [Introducing mandatory guardrails for AI in high-risk settings: proposals paper](https://consult.industry.gov.au/ai-mandatory-guardrails)
* [The AI Impact Navigator](https://www.industry.gov.au/publications/ai-impact-navigator) | October 21, 2024
* [Voluntary AI Safety Standard](https://www.industry.gov.au/sites/default/files/2024-09/voluntary-ai-safety-standard.pdf) | August 2024
* Digital Transformation Agency
* [Evaluation of the whole-of-government trial of Microsoft 365 Copilot: Summary of evaluation findings](https://www.digital.gov.au/sites/default/files/documents/2024-10/Copilot%20Microsoft%20365%20summary%20of%20evaluation%20findings.pdf) | October 23, 2024
* [Policy for the responsible use of AI in government](https://www.digital.gov.au/sites/default/files/documents/2024-08/Policy%20for%20the%20responsible%20use%20of%20AI%20in%20government%20v1.1.pdf) | September 2024, Version 1.1
* Office of the Australian Information Commissioner
* [Guidance on privacy and developing and training generative AI models](https://www.oaic.gov.au/privacy/privacy-guidance-for-organisations-and-government-agencies/guidance-on-privacy-and-developing-and-training-generative-ai-models)
* [Guidance on privacy and the use of commercially available AI products](https://www.oaic.gov.au/privacy/privacy-guidance-for-organisations-and-government-agencies/guidance-on-privacy-and-the-use-of-commercially-available-ai-products)
* [National framework for the assurance of artificial intelligence in government](https://www.finance.gov.au/sites/default/files/2024-06/National-framework-for-the-assurance-of-AI-in-government.pdf)
* [Technical standard for government’s use of artificial intelligence](https://www.digital.gov.au/policy/ai/AI-technical-standard) | Digital Transformation Agency (DTA)
* [Testing the Reliability, Validity, and Equity of Terrorism Risk Assessment Instruments](https://www.homeaffairs.gov.au/foi/files/2023/fa-230400097-document-released-part-1.PDF)
* [Understanding Responsibilities in AI Practices](https://www.digital.nsw.gov.au/policy/artificial-intelligence/nsw-artificial-intelligence-assessment-framework/responsibilities) | NSW Digital Strategy
#### Brazil
* [Autoridade Nacional de Proteção de Dados, Technology Radar – short version in English, no. 1: Generative Artificial Intelligence](https://www.gov.br/anpd/pt-br/documentos-e-publicacoes/documentos-de-publicacoes/radar-tecnologico-inteligencia-artificial-generativa-versao-em-lingua-inglesa.pdf) | (ANPD, Brazilian Data Protection Authority)
#### Canada
* [A Regulatory Framework for AI: Recommendations for PIPEDA Reform](https://www.priv.gc.ca/en/about-the-opc/what-we-do/consultations/completed-consultations/consultation-ai/reg-fw_202011/)
* [An Act to enact the Consumer Privacy Protection Act, the Personal Information and Data Protection Tribunal Act and the Artificial Intelligence and Data Act and to make consequential and related amendments to other Acts](https://www.parl.ca/legisinfo/en/bill/44-1/c-27)
* [AI in Canada](https://oecd.ai/en/dashboards/countries/Canada) | OECD AI policies in Canada
* [Algorithmic Impact Assessment tool](https://www.canada.ca/en/government/system/digital-government/digital-government-innovations/responsible-use-ai/algorithmic-impact-assessment.html)
* [Artificial Intelligence and Data Act](https://ised-isde.canada.ca/site/innovation-better-canada/en/artificial-intelligence-and-data-act)
* [The Artificial Intelligence and Data Act Companion document](https://ised-isde.canada.ca/site/innovation-better-canada/en/artificial-intelligence-and-data-act-aida-companion-document) | (AIDA)
* [Directive on Automated Decision Making](https://www.tbs-sct.gc.ca/pol/doc-eng.aspx?id=32592) | (Canada)
* [E-23 – Model Risk Management](https://www.osfi-bsif.gc.ca/en/guidance/guidance-library/draft-guideline-e-23-model-risk-management) | (Draft Guideline)
* [Guideline E-23 – Model Risk Management 2027](https://www.osfi-bsif.gc.ca/en/guidance/guidance-library/guideline-e-23-model-risk-management-2027) | Office of the Superintendent of Financial Institutions
* [Responsible use of artificial intelligence in government](https://www.canada.ca/en/government/system/digital-government/digital-government-innovations/responsible-use-ai.html) | Government of Canada
* [Transparency for machine learning-enabled medical devices: Guiding principles](https://www.canada.ca/en/health-canada/services/drugs-health-products/medical-devices/transparency-machine-learning-guiding-principles.html) | Health Canada
#### China
* [人工智能全球治理行动计划](https://www.gov.cn/yaowen/liebiao/202507/content_7033929.htm) | Action Plan on Global Governance of Artificial Intelligence, July 26, 2025
#### Colombia
* [Presidency of the Republic of Colombia, Marco Ético para la Inteligencia Artificial en Colombia](https://minciencias.gov.co/sites/default/files/marco-etico-ia-colombia-2021.pdf) | Ethical Framework for Artificial Intelligence in Colombia, November 2021
#### Costa Rica
* [Ministerio de Ciencia, Innovación, Tecnología y Telecomunicaciones](https://cambioclimatico.go.cr/wp-content/uploads/2023/06/Plan-Nacional-Ciencia-Tecnologia-Innovacion-2022-2027.pdf) | MICITT, Plan Nacional de Ciencia, Tecnología e Innovación 2022–2027
#### Croatia
* [Etički kodeks za pripremu i provedbu projekata financiranih projektom Digitalne, inovativne i zelene tehnologije, DIGIT PROJEKT](https://mzom.gov.hr/UserDocsImages/dokumenti/Znanost/Projekt-digit/Eticki-kodeks-verzija-2-Projekt-DIGIT-10-3-2025-FINAL.pdf) | Ministry of Science, Education and Youth (MZOM), Ethical Code for the DIGIT Project, March 2025
* [Digital Croatia Strategy for the period until 2032](https://mpudt.gov.hr/UserDocsImages/RDD/SDURDD-dokumenti/Strategija_Digitalne_Hrvatske_final_v1_EN.pdf)
* [Nacionalni program zaštite potrošača za razdoblje do 2028. godine](https://vlada.gov.hr/UserDocsImages//2016/Sjednice/2025/Kolovoz/112_sjednica_VRH//112%20-%205a%20Program.pdf) | Ministry of Economy and Sustainable Development (MINGOR), National Consumer Protection Programme to 2028, July 2025
* [Pametna sigurnost: Praktična primjena umjetne inteligencije i nosivih senzora u građevinarstvu](https://uznr.mrms.hr/wp-content/uploads/2025/04/09-Pametna-sigurnost.pdf) | Ministry of Labour, Pension System, Family and Social Policy (MRMS), "Smart Safety" campaign presentation on AI and wearable sensors in construction, April 2025
* [Progress in Implementing the European Union Coordinated Plan on Artificial Intelligence Volume 1 Croatia](https://www.oecd.org/en/publications/progress-in-implementing-the-european-union-coordinated-plan-on-artificial-intelligence-volume-1_6d530a88-en/croatia_38d8145c-en.html) | OECD
* [PDF here](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/10/progress-in-implementing-the-european-union-coordinated-plan-on-artificial-intelligence-volume-1-country-notes_b0385317/croatia_5665ea22/38d8145c-en.pdf)
#### Denmark
* [Danish strategies for artificial intelligence](https://en.digst.dk/digital-governance/new-technologies/danish-strategies-for-artificial-intelligence/) | Agency for Digital Government
* [National Strategy for Artificial Intelligence](https://en.digst.dk/media/lz0fxbt4/305755_gb_version_final-a.pdf) | Ministry of Finance and Ministry of Industry, Business and Financial Affairs, March 2019
* [National Strategy for Digitalisation: Together in the digital development](https://en.digst.dk/media/mndfou2j/national-strategy-for-digitalisation-together-in-the-digital-development.pdf) | Ministry of Finance, May 2022
* [Progress in Implementing the EU Coordinated Plan on Artificial Intelligence, Denmark](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/10/progress-in-implementing-the-european-union-coordinated-plan-on-artificial-intelligence-volume-1-country-notes_b0385317/denmark_86fcfcf7/89c393fa-en.pdf) | OECD, 2025
* [Strategic Approach to Artificial Intelligence: A more robust foundation for the responsible development and use of AI in Denmark](https://www.english.digmin.dk/Media/638719220318136690/Stategic%20Approach%20to%20Artificial%20Intelligence.pdf) | The Ministry of Digital Affairs, December 2024
#### Finland
* [AI Watch. European landscape on the use of Artificial Intelligence by the Public Sector](https://ai-watch.ec.europa.eu/publications/ai-watch-european-landscape-use-artificial-intelligence-public-sector_en) | European Commission, Joint Research Centre, June 1, 2022
* [PDF](https://ai-watch.ec.europa.eu/document/download/18fc56db-42f2-4cbd-990e-a9a0ccfd523f_en)
* [Artificial Intelligence 4.0 First interim report: from launch to implementation stage](https://julkaisut.valtioneuvosto.fi/server/api/core/bitstreams/5b864f19-e2e8-47a1-b45a-f5c41d530ece/content) | Publications of the Ministry of Economic Affairs and Employment Companies 2021:53
* [Finland AI Strategy Report](https://ai-watch.ec.europa.eu/countries/finland/finland-ai-strategy-report_en) | European Commission
* [Finland's Age of Artificial Intelligence: Turning Finland into a leading country in the application of artificial intelligence. Objective and recommendations for measures](https://julkaisut.valtioneuvosto.fi/bitstream/handle/10024/160391/TEMrap_47_2017_verkkojulkaisu.pdf) | Ministry of Economic Affairs and Employment
* [Progress in Implementing the EU Coordinated Plan on Artificial Intelligence, Finland](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/10/progress-in-implementing-the-european-union-coordinated-plan-on-artificial-intelligence-volume-1-country-notes_b0385317/finland_e37ddb49/adc99184-en.pdf) | OECD, 2025
#### France
* [Adoption de l’IA — Fiches pratiques à destination des commerçants](https://www.entreprises.gouv.fr/files/files/Publications/2025/Guide/202507-guide-adoption-ia-commercants.pdf) | Conseil national du commerce / Direction générale des entreprises (Ministère de l’Économie), July 2025
* [Bac à sable « IA et services publics »: Les recommandations de la CNIL aux lauréats](https://www.cnil.fr/sites/cnil/files/2025-04/bac_a_sable_recommandations.pdf) | CNIL, March 2025
* [Challenges and opportunities of artificial intelligence in the fight against information manipulation](https://www.sgdsn.gouv.fr/files/files/Publications/20250207_NP_SGDSN_VIGINUM_Rapport%20menace%20informationnelle%20IA_EN_0.pdf) | VIGINUM, February 7, 2025
* [Consultation publique, Fiches pratiques IA sur la mobilisation de l’intérêt legitime pour le développement de systèmes d’intelligence artificielle: Synthèse des contributions](https://www.cnil.fr/sites/default/files/2025-06/synthese_des_contributions_fiches_ia_interet_legitime.pdf) | CNIL, June 19, 2025
* [Développement des systèmes d’IA : que faut-il vérifier ?](https://www.cnil.fr/sites/default/files/2025-07/ia_liste_de_verification.pdf) | CNIL, July 2025
* [Fiche pratique pour l’achat responsable de solutions d’intelligence artificielle IA](https://ecoresponsable.numerique.gouv.fr/docs/2025/MINUMECO_fiche_IA_frugale_VF.pdf) | Numérique écoresponsable — Ministère de l’Économie, 2025
* [France 2030 — Stratégie nationale pour l’intelligence artificielle, 2e phase: Conquérir les talents et transformer notre potentiel scientifique en succès économiques](https://presse.economie.gouv.fr/wp-content/uploads/2021/11/8bcf2b43571df79a59055eab0cc5047e.pdf) | Ministry of Economy, November 8, 2021
* [Gouvernance des algorithmes d’intelligence artificielle dans le secteur financier](https://acpr.banque-france.fr/sites/default/files/medias/documents/20200612_gouvernance_evaluation_ia.pdf)
* [Guide d’implémentation de l’éthique dans les systèmes d’intelligence artificielle en santé](https://esante.gouv.fr/sites/default/files/media_entity/documents/guide-ia_vf.pdf) | Ministère du Travail, de la Santé, des Solidarités et des Familles — Délégation au numérique en santé, July 2025
* [Guide de la génération augmentée par récupération RAG](https://www.entreprises.gouv.fr/files/files/Publications/2024/Guides/20241127-bro-guide-ragv4-interactif.pdf) | Direction générale des entreprises (Ministère de l’Économie, des Finances et de l’Industrie), November 2024
* [IA : Notre ambition pour la France](https://www.economie.gouv.fr/files/files/directions_services/cge/commission-IA.pdf) | Ministry of Economy, Commission de l’intelligence artificielle
* [Les risques associés à l’usage de l’intelligence artificielle dans le monde professionnel](https://www.dgsi.interieur.gouv.fr/dgsi-a-vos-cotes/contre-espionnage/conseils-aux-entreprises-flash-ingerence/risques-associes-a-lusage-de-lintelligence-artificielle-dans-monde-professionnel) | Direction générale de la Sécurité intérieure (Ministère de l’Intérieur), 2025
* [Security Recommendations for a Generative AI System](https://messervices.cyber.gouv.fr/documents-guides/security_recommandations_for_a_generative_ai_system.pdf) | ANSSI Guidelines, ANSSI-PA-102, 29/04/2024
#### Germany
* Bundesamt für Sicherheit in der Informationstechnik
* [Generative AI Models - Opportunities and Risks for Industry and Authorities](https://www.bsi.bund.de/SharedDocs/Downloads/EN/BSI/KI/Generative_AI_Models.html)
* [German-French recommendations for the use of AI programming assistants](https://www.bsi.bund.de/SharedDocs/Downloads/EN/BSI/KI/ANSSI_BSI_AI_Coding_Assistants.html)
* [Germany AI Strategy Report](https://ai-watch.ec.europa.eu/countries/germany/germany-ai-strategy-report_en)
* [OECD-Bericht zu Künstlicher Intelligenz in Deutschland](https://www.ki-strategie-deutschland.de/files/downloads/OECD-Bericht_K%C3%BCnstlicher_Intelligenz_in_Deutschland.pdf)
* [Recommendations of the Data Ethics Commission for the Federal Government's Strategy on Artificial Intelligence,](https://www.bmi.bund.de/SharedDocs/downloads/EN/themen/it-digital-policy/recommendations-data-ethics-commission.pdf?__blob=publicationFile&v=3) | Daten Ethik Kommission, October 9, 2018
#### Hong Kong
* [Artificial Intelligence: Model Personal Data Protection Framework](https://www.pcpd.org.hk/english/resources_centre/publications/files/ai_protection_framework.pdf) | Office of the Privacy Commissioner for Personal Data, June 2024
#### Iceland
* Ministry of Higher Education, Industry, and Innovation
* [Aðgerðaáætlun um gervigreind 2024-2026](https://samradapi.island.is/api/Documents/1d4c7cba-fd9c-ef11-9bc7-005056bcce7e) | Action Plan for Artificial Intelligence 2024-2026 | November 2024
* [Efnahagsleg tækifæri gervigreindar á Íslandi](https://samradapi.island.is/api/Documents/1e4c7cba-fd9c-ef11-9bc7-005056bcce7e) | Economic Opportunities of Artificial Intelligence in Iceland, Statistics Iceland
#### India
* [AI Governance Framework for India 2025-26](https://www.aigl.blog/content/files/2025/09/AI-Governance-Framework-for-India.pdf) | National Cyber and AI Center
* [Stakeholders consultation on "Draft Standard for the Schema and Taxonomy of an AI Incident Database in Telecommunications and Critical Digital Infrastructure"](https://www.tec.gov.in/pdf/consultations/TEC_57090.pdf) | Telecommunications Engineering Centre, May 27, 2025
#### Ireland
* [AI - Here for Good: A National Artificial Intelligence Strategy for Ireland](https://enterprise.gov.ie/en/publications/publication-files/national-ai-strategy.pdf)
* [AI Standards & Assurance Roadmap: Action under 'AI - Here for Good,' the National Artificial Intelligence Strategy for Ireland](https://www.nsai.ie/images/uploads/general/NSAI_AI_report_digital_links.pdf) | National Standards Authority of Ireland, Top Team on Standards in AI, July 2023
* [Artificial Intelligence: Friend or Foe? Summary and Public Policy Considerations](https://www.gov.ie/pdf/?file=https://assets.gov.ie/295620/f11c6c66-4012-49fa-bb7f-8f14130f6fa5.pdf) | Department of Finance and Department of Enterprise, Trade and Employment, June 2024
* [Interim Guidelines for Use of AI in the Public Service](https://assets.gov.ie/280459/73ce75af-0015-46af-a9f6-b54f0a3c4fd0.pdf) | Department of Public Expenditure, NDP Delivery and Reform, February 2024
* [Ireland's National AI Strategy: AI - Here for Good](https://enterprise.gov.ie/en/publications/publication-files/national-ai-strategy-refresh-2024.pdf) | Refresh 2024
#### Italy
* [Bozza di linee guida per l’adozione di IA nella pubblica amministrazione](https://www.agid.gov.it/sites/agid/files/2025-02/Linee_Guida_adozione_IA_nella_PA.pdf) | Agenzia per l’Italia Digitale (AgID), Draft (Bozza) – Version 1.0 dated 14 Feb 2025. Public consultation from 18 Feb to 20 March 2025.
* [Linee Guida per l’Introduzione dell’Intelligenza Artificiale nelle Istituzioni Scolastiche](https://www.mim.gov.it/documents/20182/0/MIM_Linee%2Bguida%2BIA%2Bnella%2BScuola_09_08_2025-signed.pdf/b70fdc45-4b75-1f7e-73bf-eab12989b928?t=1756468797694) | Versione 1.0 – Anno 2025, Ministero dell’Istruzione e del Merito
* [Piano Triennale per l’Informatica nella Pubblica Amministrazione](https://presidenza.governo.it/AmministrazioneTrasparente/DisposizioniGenerali/AttiGenerali/AttiAmministrativiGenerali/Aggiornamento_PianoTriennale_DTD.pdf) | Edizione 2024–2026, Aggiornamento 2026, Agenzia per l’Italia Digitale (AGID)
* [Strategia Italiana per l’Intelligenza Artificiale 2024–2026](https://www.agid.gov.it/sites/agid/files/2024-07/Strategia_italiana_per_l_Intelligenza_artificiale_2024-2026.pdf) | Dipartimento per la Trasformazione Digitale and the Agenzia per l’Italia Digitale (AGID)
#### Jamaica
* [National Artificial Intelligence Policy Recommendations](https://opm.gov.jm/wp-content/uploads/2025/02/National-Artificial-Intelligence-Task-Force-Policy-Recommendations-Final-1.pdf) | National Artificial Intelligence Task Force, September 2024
#### Japan
* Japan AI Safety Institute
* [Guide to Evaluation Perspectives on AI Safety](https://aisi.go.jp/assets/pdf/ai_safety_eval_v1.01_en.pdf) | (Version 1.01), September 25, 2024
* [Guide to Red Teaming Methodology on AI Safety](https://aisi.go.jp/assets/pdf/ai_safety_RT_v1.00_en.pdf) | (Version 1.00), September 25, 2024
#### Kenya
* [Diplomat's Playbook on Artificial Intelligence—Shaping a Safe, Secure, Inclusive, and Trustworthy AI Future: Kenya's Strategic Leadership in AI Global Diplomacy](https://mfa.go.ke/sites/default/files/2025-01/DIPLOMATS%20AI%20PLAYBOOK%20FINAL.pdf) | Ministry of Foreign and Diaspora Affairs, State Department for Foreign Affairs, and the Office of the Special Envoy on Technology
* [Kenya Artificial Intelligence Strategy 2025-2030](https://ict.go.ke/sites/default/files/2025-03/Kenya%20AI%20Strategy%202025%20-%202030.pdf) | March 2025
#### Malaysia
* [The National Guidelines on AI Governance & Ethics](https://mastic.mosti.gov.my/publication/the-national-guidelines-on-ai-governance-ethics/)
#### Mexico
* [Recomendaciones para el Tratamiento de Datos Personales Derivado del Uso de la Inteligencia Artificial](https://home.inai.org.mx/wp-content/documentos/DocumentosSectorPublico/RecomendacionesPDP-IA.pdf) | Instituto Nacional de Transparencia, Acceso a la Información y Protección de Datos Personales (INAI), June 2024
#### Moldova
* Ministry of Economic Development and Digitalization
* [Cartea Albă cu Privire la Inteligența Artificială și Guvernanța Datelor](https://drive.google.com/file/d/1MDEGQ3snOiYXeM5G1YZfV8yH6ZFWxVTJ/view) | 2024
* [White Book on Artificial Intelligence and Data Governance](https://drive.google.com/file/d/1d2VmubZJjwVjzxUT4gjJE7DXTinzdyfO/view?usp=sharing) | 2024
#### Netherlands
* [AI Act Guide](https://www.government.nl/binaries/government/documenten/publications/2025/09/04/ai-act-guide/ai-act-guide.pdf) | Ministry of Economic Affairs
* [AI Impact Assessment: The tool for a responsible AI project](https://www.government.nl/binaries/government/documenten/publications/2023/03/02/ai-impact-assessment/2024-IWM-AI-Impact-assessment-2.0-EN.pdf) | Ministry of Infrastructure and Water Management
* Autoriteit Persoonsgegevens
* [Call for input on prohibition on AI systems for emotion recognition in the areas of workplace or education institutions](https://www.autoriteitpersoonsgegevens.nl/en/documents/call-for-input-on-prohibition-on-ai-systems-for-emotion-recognition-in-the-areas-of-workplace-or-education-institutions) | October 31, 2024
* [AScraping bijna altijd illegal](https://www.autoriteitpersoonsgegevens.nl/actueel/ap-scraping-bijna-altijd-illegaal) | Dutch Data Protection Authority, "Scraping is always illegal"
* [General principles for the use of Artificial Intelligence in the financial sector](https://www.dnb.nl/media/jkbip2jc/general-principles-for-the-use-of-artificial-intelligence-in-the-financial-sector.pdf)
* [Pathways on capacity building for AI supervisory authorities: insights and recommendations from the 1st UNESCO expert roundtable on AI supervision](https://unesdoc.unesco.org/ark:/48223/pf0000396637) | UNESCO and Dutch Authority for Digital Infrastructure, 2025
#### New Zealand
* [Accredited Employer Work Visa: Use of Adept for Automated Processing of Migrant Gateway](https://www.mbie.govt.nz/dmsdocument/28176-accredited-employer-work-visa-use-of-adept-for-automated-processing-of-migrant-gateway) | Ministry of Business, Innovation & Employment, June 28, 2022
* [Advanced AI evaluations at AISI: May update](https://www.aisi.gov.uk/work/advanced-ai-evaluations-may-update) | AI Safety Institute (AISI)
* [Algorithm Assessment Report](https://www.data.govt.nz/assets/Uploads/Algorithm-Assessment-Report-Oct-2018.pdf) | Internal Affairs and Stats NZ, October 2018
* [Algorithm Charter for Aotearoa New Zealand](https://data.govt.nz/assets/data-ethics/algorithm/Algorithm-Charter-2020_Final-English-1.pdf)
* [Algorithm impact assessment user guide: Algorithm Charter for Aotearoa New Zealand](https://www.data.govt.nz/assets/data-ethics/algorithm/AIA-user-guide.pdf) | December 2023
* [Artificial intelligence frameworks and regulation: An intelligence perspective](https://igis.govt.nz/assets/Uploads/FINAL-Part-1_-Global-AI-frameworks-and-regulation.pdf) | Inspector-General of Intelligence and Security, August 2024
* [Automated decision-making in MSD: Proposed legislative and policy framework](https://www.msd.govt.nz/documents/about-msd-and-our-work/publications-resources/official-information-responses/2022/july/07072022-requesting-the-document-automated-decision-making-in-msd-proposed-legislative-and-policy-framework-memo-.pdf) | Ministry of Social Development, May 5, 2021
* [Automated Decision Making Standard](https://www.msd.govt.nz/documents/about-msd-and-our-work/publications-resources/official-information-responses/2022/july/07072022-requesting-the-document-automated-decision-making-in-msd-proposed-legislative-and-policy-framework-document-.pdf) | March 1, 2023
* [Callaghan Innovation, EU AI Fact Sheet 4, High-risk AI systems](https://www.callaghaninnovation.govt.nz/assets/documents/Resource-EU-AI-Act-Support/EU-AI-Policy-Fact-Sheet-4-High-Risk-AI-Systems.pdf)
* [Discussion Paper: International Data Ethics Frameworks](https://data.govt.nz/assets/Uploads/Discussion-paper-International-data-ethics-frameworks-March-2020.pdf) | Prepared on behalf of the Government Chief Data Steward for the Data Ethics Advisory Group (DEAG)
* [Government Use of Artificial Intelligence in New Zealand: Final Report on Phase 1 of the New Zealand Law Foundation's Artificial Intelligence and Law in New Zealand Project](https://www.data.govt.nz/assets/data-ethics/algorithm/NZLF-report.pdf) | 2019
* [Initial advice on Generative Artificial Intelligence in the public service](https://www.digital.govt.nz/assets/Standards-guidance/Technology-and-architecture/Generative-AI/Joint-System-Leads-tactical-guidance-on-public-service-use-of-GenAI-September-2023.pdf) | July 2023
* [New Zealand Income Insurance: service model and automated decision making](https://www.mbie.govt.nz/dmsdocument/26492-nzii-service-model-and-adm-pdf) | Ministry of Business, Innovation & Employment
* [New Zealand's Strategy for Artificial Intelligence: Investing with confidence](https://www.mbie.govt.nz/assets/new-zealands-strategy-for-artificial-intelligence.pdf) | Ministry of Business, Innovation & Employment, Accelerating Private Sector AI Adoption and Innovation, July 2025
* [Public Scrutiny of Automated Decisions: Early Lessons and Emerging Methods](https://www.data.govt.nz/assets/Uploads/Public-Scrutiny-of-Automated-Decisions.pdf) | An Upturn and Omidyar Network Report
#### Nigeria
* [NAIS National Artificial Intelligence Strategy](https://ncair.nitda.gov.ng/wp-content/uploads/2024/08/National-AI-Strategy_01082024-copy.pdf) | National Center for Artificial Intelligence & Robotics (NCAIR) and the National Information Technology Development Agency (NITDA), August 2024
#### Norway
* [Artificial Intelligence and Democratic Elections — International Experiences and National Recommendations](https://www.regjeringen.no/contentassets/23f8fd1726634f589724d96b49fe994c/en_rapport-ekspertgruppe-ki-og-valg.pdf) | Ministry of Local Government and Regional Development, Expert Group on Artificial Intelligence and Elections, February 2025
* [National Strategy for Artificial Intelligence](https://www.regjeringen.no/contentassets/1febbbb2c4fd4b7d92c67ddd353b6ae8/en-gb/pdfs/ki-strategi_en.pdf) | Ministry of Local Government and Modernisation
#### Philippines
#### Sierra Leone
* [Artificial Intelligence and Automation: Preserving Human Agency in a World of Automation](https://statehouse.gov.sl/wp-content/uploads/2025/01/H.E.KEYNOTE-ACE-EDUCATION-WEEK-2025-JAN-2025-3.pdf) | Keynote Statement on the Annual Celebration of Education Week (ACE Week) 2025 by His Excellency, Dr. Julius Maada Bio, President of the Republic of Sierra Leone at Makeni, Sierra Leone, Friday, 24th January 2025
#### Singapore
* [Artificial Intelligence Model Risk Management: Observations from a Thematic Review](https://www.mas.gov.sg/-/media/mas-media-library/publications/monographs-or-information-paper/imd/2024/information-paper-on-ai-risk-management-final.pdf) | Monetary Authority of Singapore, Information Paper, December 2024
* [Guide for Using Generative AI in the Legal Sector](https://www.mlaw.gov.sg/files/Guide_for_Using_Generative_AI_in_the_Legal_Sector.pdf) | Draft for Public Consultation (1 September to 30 September 2025)
* [National Artificial Intelligence Strategy: Advancing Our Smart Nation Journey](https://file.go.gov.sg/nais2019.pdf) | Smart Nation Singapore, November 2019
* Personal Data Protection Commission (PDPC)
* [Companion to the Model AI Governance Framework – Implementation and Self-Assessment Guide for Organizations](https://www.pdpc.gov.sg/-/media/files/pdpc/pdf-files/resource-for-organisation/ai/sgisago.pdf)
* [Compendium of Use Cases: Practical Illustrations of the Model AI Governance Framework](https://www.pdpc.gov.sg/-/media/files/pdpc/pdf-files/resource-for-organisation/ai/sgaigovusecases.pdf)
* [Model Artificial Intelligence Governance Framework](https://www.pdpc.gov.sg/-/media/Files/PDPC/PDF-Files/Resource-for-Organisation/AI/SGModelAIGovFramework2.pdf) | (Second Edition)
* [Privacy Enhancing Technology: Proposed Guide on Synthetic Data Generation](https://www.pdpc.gov.sg/-/media/files/pdpc/pdf-files/other-guides/proposed-guide-on-synthetic-data-generation.pdf)
* [The Singapore Consensus on Global AI Safety Research Priorities](https://aisafetypriorities.org/)
#### Slovakia
* [2030 Digital Transformation Strategy for Slovakia: Strategy for transformation of Slovakia into a successful digital country](https://mirri.gov.sk/wp-content/uploads/2019/10/SDT-English-Version-FINAL.pdf)
* [Analýza a návrh možností výskumu, vývoja a aplikácie umelej inteligencie na Slovensku – Dielo č. 2: Manuál pre firmy na zavedenie umelej inteligencie](https://mirri.gov.sk/wp-content/uploads/2020/03/Dielo2-Manual.pdf) | Slovak University of Technology & Office of the Deputy Prime Minister for Investments and Informatization, Manual for Companies on Implementing Artificial Intelligence, December 11, 2019
* [Analýza a návrh možností výskumu, vývoja a aplikácie umelej inteligencie na Slovensku](https://mirri.gov.sk/wp-content/uploads/2020/03/Brozura-Umela-Inteligencia-A4-LRS.pdf) | Slovak University of Technology & Office of the Deputy Prime Minister for Investments and Informatization, Analysis and Proposal for Research, Development, and Application of Artificial Intelligence in Slovakia, March 2020
* [Preliminary position of the Slovak Republic on the “White Paper on Artificial Intelligence – A European approach to excellence and trust”](https://mirri.gov.sk/wp-content/uploads/2020/10/Preliminary-position-of-The-Slovak-Republic-on-the-%E2%80%9CWhite-Paper-on-Artificial-Intelligence-%E2%80%93-A-European-approach-to-excellence-and-trust%E2%80%9Ddr.pdf) | Ministry of Investments, Regional Development and Informatization (MIRRI), National Position Paper on the EU AI White Paper, October 2020
* [Umelá inteligencia](https://mirri.gov.sk/sekcie/investicie/digitalne-inovacie/umela-inteligencia/) | Ministry of Investments, Regional Development and Informatization (MIRRI), Slovak government portal on Artificial Intelligence policy, ethics, and innovation framework
* [Umelá inteligencia vo vzdelávaní: Plán zodpovedného využívania AI vo vzdelávaní na Slovensku 2025–2027](https://www.minedu.sk/data/att/803/34353.721f01.pdf) | Ministry of Education, Research, Development and Youth of the Slovak Republic, Plan for the Responsible Use of AI in Education in Slovakia 2025–2027
#### Slovenia
* [Akcijski načrt strategije Digitalna Slovenija 2030](https://www.gov.si/assets/ministrstva/MDP/DDD-dokumenti/Akcijski-nacrt-strategije-Digitalna-Slovenija-2030.pdf) | Action Plan for the Digital Slovenia 2030 Strategy, National Strategic Plan for the Digital Decade 2030
* [Zaveze za uporabo orodij generativne umetne inteligence, dostopnih na spletu](https://nio.gov.si/sl/products/priporocila%2Bjavnim%2Busluzbencem%2Bpri%2Buporabi%2Borodij%2Bgenerativne%2Bumetne%2Binteligence%2Bdostopnih%2Bna%2Bspletu) | Commitments for the Use of Generative Artificial Intelligence Tools Available Online, October 24, 2024
* [Digital Public Services Strategy 2030](https://www.gov.si/assets/ministrstva/MDP/Digital_Public_Services_Strategy_2030.pdf)
* [Digitalna Slovenija 2030](https://www.gov.si/assets/ministrstva/MDP/Dokumenti/DSI2030-potrjena-na-Vladi-RS_marec-2023.pdf) | Digital Slovenia 2030: National Strategy for Digital Transformation to 2030, March 2023
* [National Programme to Promote the Development and Use of Artificial Intelligence in the Republic of Slovenia by 2025 NpAI](https://www.gov.si/assets/ministrstva/MDP/National_Programme_for_AI_2025.pdf)
* [Register rabe UI](https://registerui.djnd.si/) | Slovenia's Register of AI Use
#### South Africa
* [Computer Applications Technology: Learner Guidelines for Practical Assessment Tasks, Grade 12, 2025](https://www.education.gov.za/Portals/0/CD/2025%20PATs/Computer%20Applications%20Technology%20PAT%20GR%2012%202025%20Learner%20Guidelines%20Eng.pdf?ver=2025-02-11-163720-737) | Department of Basic Education
* [South Africa's Artificial Intelligence Planning: Adoption of AI by Government](https://www.dcdt.gov.za/images/phocadownload/AI_Government_Summit/National_AI_Government_Summit_Discussion_Document.pdf) | Department of Communications & Digital Technologies and the Artificial Intelligence Institute of South Africa, October 2023
#### South Korea
* [AI Safety Institute of Korea](https://www.aisi.re.kr/eng)
* [Basic Act on the Promotion of Artificial Intelligence Development and Establishment of a Trust Framework](https://likms.assembly.go.kr/bill/billDetail.do?billId=PRC_R2V4H1W1T2K5M1O6E4Q9T0V7Q9S0U0) | National Assembly, 인공지능 발전과 신뢰 기반 조성 등에 관한 기본법안, (대안,Alternative Draft)
* [인공지능 발전과 신뢰 기반 조성 등에 관한 기본법](https://www.law.go.kr/%25EB%25B2%2595%25EB%25A0%25B9/%25EC%259D%25B8%25EA%25B3%25B5%25EC%25A7%2580%25EB%258A%25A5%2520%25EB%25B0%259C%25EC%25A0%2584%25EA%25B3%25BC%2520%25EC%258B%25A0%25EB%25A2%25B0%2520%25EA%25B8%25B0%25EB%25B0%2598%2520%25EC%25A1%25B0%25EC%2584%25B1%2520%25EB%2593%25B1%25EC%2597%2590%2520%25EA%25B4%2580%25ED%2595%259C%2520%25EA%25B8%25B0%25EB%25B3%25B8%25EB%25B2%2595/%2820676,20250121%29) | Ministry of Science and ICT, Framework Act on the Development of Artificial Intelligence and Creation of a Trust Foundation, January 21, 2025
* [생성형 인공지능(AI) 개발·활용을 위한 개인정보 처리 안내서(안)](https://www.aitimes.kr/news/download.php?subUploadDir=202508/&savefilename=35952_300.pdf&filename=%EC%83%9D%EC%84%B1%ED%98%95%20%EC%9D%B8%EA%B3%B5%EC%A7%80%EB%8A%A5(AI)%20%EA%B0%9C%EB%B0%9C%C2%B7%ED%99%9C%EC%9A%A9%EC%9D%84%20%EC%9C%84%ED%95%9C%20%EA%B0%9C%EC%9D%B8%EC%A0%95%EB%B3%B4%20%EC%B2%98%EB%A6%AC%20%EC%95%88%EB%82%B4%EC%84%9C.pdf&idxno=300) | Personal Information Protection Commission, Guidelines on Personal Information Processing for the Development and Utilization of Generative Artificial Intelligence (Draft), August 2025
#### Sweden
* [Främja den offentliga förvaltningens förmåga att använda AI](https://www.digg.se/download/18.129a4fef1939e2e1c1f240b2/1647952779554/framja-den-offentliga-forvaltningens-formaga-att-anvanda-ai.pdf)
* [GDPR och AI](https://www.imy.se/verksamhet/ai/gdpr-och-ai/)
* [Myndigheterna och AI](https://www.statskontoret.se/siteassets/rapporter-pdf/2024/oos_51---utskriftsversion.pdf)
* [Nationella AI-uppdraget: AI-guide, förtroendemodell m.m.](https://www.skatteverket.se/download/18.21e4ba96188260715e391c/1684914447566/nationella-ai-uppdraget.pdf) | Skatteverket (Swedish Tax Agency)
* [Riktlinjer för användning av generativ AI och kompetenshöjande insatser](https://www.digg.se/download/18.41bb5ce61939e3df66831ea/1737390380051/Rapport%20Riktlinjer%20f%C3%B6r%20anv%C3%A4ndning%20av%20generativ%20AI%20och%20kompetensh%C3%B6jande%20insatser%20(Fi2024-01535).pdf)
* [Sweden AI Strategy Report](https://ai-watch.ec.europa.eu/countries/sweden/sweden-ai-strategy-report_en) | European Commission
#### Switzerland
* [Digital Switzerland Strategy 2025](https://digital.swiss/userdata/uploads/strategie-dch-en.pdf)
#### Tanzania
* [Artificial Intelligence Readiness Assessment Report](https://tanzania.un.org/sites/default/files/2025-07/National%20AI%20Readiness%20Report.pdf) | UNESCO, 2025
#### Ukraine
* Ministry of Digital Transformation
* [White Paper on Artificial Intelligence Regulation in Ukraine: Vision of the Ministry of Digital Transformation of Ukraine](https://thedigital.gov.ua/storage/uploads/files/page/community/docs/%D0%91%D1%96%D0%BB%D0%B0_%D0%BA%D0%BD%D0%B8%D0%B3%D0%B0_%D0%B7_%D1%80%D0%B5%D0%B3%D1%83%D0%BB%D1%8E%D0%B2%D0%B0%D0%BD%D0%BD%D1%8F_%D0%A8%D0%86_%D0%B2_%D0%A3%D0%BA%D1%80%D0%B0%D1%97%D0%BD%D1%96_%D0%90%D0%9D%D0%93%D0%9B.pdf) | Version for Consultation
* [Дорожня карта з регулювання штучного інтелекту в Україні: Bottom-Up Підхід](https://cms.thedigital.gov.ua/storage/uploads/files/page/community/docs/%D0%94%D0%BE%D1%80%D0%BE%D0%B6%D0%BD%D1%8F_%D0%BA%D0%B0%D1%80%D1%82%D0%B0_%D0%B7_%D1%80%D0%B5%D0%B3%D1%83%D0%BB%D1%8E%D0%B2%D0%B0%D0%BD%D0%BD%D1%8F_%D0%A8%D0%86_%D0%B2_%D0%A3%D0%BA%D1%80%D0%B0%D1%97%D0%BD%D1%96_compressed.pdf)
* [Guidelines on the Responsible Use of Artificial Intelligence in the News Media](https://webportal.nrada.gov.ua/wp-content/uploads/2024/05/Ukraine-AI-Guidelines-for-Media.pdf) | Ministry of Digital Transformation, Ministry of Culture and Information Policy, and National Council of Television and Radio Broadcasting
#### United Kingdom
* [AI and the Law: A Discussion Paper](https://cloud-platform-e218f50a4812967ba1215eaecede923f.s3.amazonaws.com/uploads/sites/54/2025/07/AI-paper-PDF.pdf) | Law Commission, 2025
* [AI Safety Institute, Safety cases at AISI](https://www.aisi.gov.uk/work/safety-cases-at-aisi) | (AISI)
* [Artificial Intelligence Playbook for the UK Government](https://assets.publishing.service.gov.uk/media/67aca2f7e400ae62338324bd/AI_Playbook_for_the_UK_Government__12_02_.pdf) | Government Digital Service and Department for Science, Innovation & Technology, February 2025
* [Beginner's guide to measurement GPG118](https://www.npl.co.uk/gpgs/beginners-guide-to-measurement) | National Physical Laboratory (NPL)
* Department for Science, Innovation and Technology
* [The Bletchley Declaration by Countries Attending the AI Safety Summit](https://www.gov.uk/government/publications/ai-safety-summit-2023-the-bletchley-declaration/the-bletchley-declaration-by-countries-attending-the-ai-safety-summit-1-2-november-2023) | 1-2 November 2023
* [Evaluation of the Cyber AI Hub programme | January 8, 2025](https://www.gov.uk/government/publications/evaluation-of-the-northern-ireland-cyber-ai-hub-programme/evaluation-of-the-cyber-ai-hub-programme)
* [Frontier AI: capabilities and risks](https://www.gov.uk/government/publications/frontier-ai-capabilities-and-risks-discussion-paper)
* [Generative Artificial Intelligence in the Education System](https://www.niassembly.gov.uk/globalassets/documents/raise/publications/2022-2027/2025/education/2725.pdf) | Northern Ireland Assembly, Research and Information Service, March 20, 2025
* [Global Coalition on Telecommunications: principles on AI adoption in the telecommunications industry](https://www.gov.uk/government/publications/global-coalition-on-telecommunications-principles-on-ai-adoption-in-the-telecommunications-industry/global-coalition-on-telecommunications-principles-on-ai-adoption-in-the-telecommunications-industry) | January 16, 2025
* [Introduction to AI Assurance](https://www.gov.uk/government/publications/introduction-to-ai-assurance)
* [Information Commissioner's Office, AI tools in recruitment](https://ico.org.uk/action-weve-taken/audits-and-overview-reports/ai-tools-in-recruitment/) | ICO, November 6, 2024
* [International Scientific Report on the Safety of Advanced AI](https://www.gov.uk/government/publications/international-scientific-report-on-the-safety-of-advanced-ai) | Department for Science, Innovation and Technology and AI Safety Institute
* [Media literacy](https://publications.parliament.uk/pa/ld5901/ldselect/ldcomm/163/163.pdf) | House of Lords Communications and Digital Committee, 3rd Report of Session 2024-25
* [Northern Ireland response to the AI Council AI Roadmap](https://matrixni.org/wp-content/uploads/2021/04/NI-Response-to-UK-AI-roadmap.pdf)
* [Online Harms White Paper: Full government response to the consultation](https://www.gov.uk/government/consultations/online-harms-white-paper)
* [Parliamentary Office of Science and Technology](https://researchbriefings.files.parliament.uk/documents/POST-PN-0735/POST-PN-0735.pdf) | (POST), POSTnote 735, Energy Security and AI
* [The Public Sector Bodies Accessibility Regulations 2018](https://www.legislation.gov.uk/uksi/2018/852/contents/made) | (Websites and Mobile Applications)
* [Red Teaming for GenAI Harms: Revealing the Risks and Rewards for Online Safety | July 23, 2024](https://www.ofcom.org.uk/siteassets/resources/documents/consultations/discussion-papers/red-teaming/red-teaming-for-gen-ai-harms.pdf?v=370762) | Ofcom
* [The safe and effective use of AI in education: Leadership toolkit video transcripts](https://assets.publishing.service.gov.uk/media/6842e04ee5a089417c8060c5/Leadership_Toolkit_-_Transcript.pdf) | Department of Education, June 2025
* [Trusted third-party AI assurance roadmap](https://www.gov.uk/government/publications/trusted-third-party-ai-assurance-roadmap/trusted-third-party-ai-assurance-roadmap) | Department for Science, Innovation & Technology, September 3, 2025
* [US AISI and UK AISI Joint Pre-Deployment Test: Anthropic's Claude 3.5 Sonnet](https://www.nist.gov/system/files/documents/2024/11/19/Upgraded%20Sonnet-Publication-US.pdf) | October 2024 Release
* [US AISI and UK AISI Joint Pre-Deployment Test: OpenAI o1](https://www.nist.gov/system/files/documents/2024/12/18/US_UK_AI%20Safety%20Institute_%20December_Publication-OpenAIo1.pdf) | December 2024
* [Use of AI in Legislatures](https://www.niassembly.gov.uk/globalassets/documents/raise/publications/2022-2027/2025/clg/3325.pdf) | Northern Ireland Assembly, September 2024
#### United States (Federal Government)
**Bureau of Labor Statistics**
* [Bureau of Labor Statistics Report to the Committees on Appropriations of the House of Representatives and the Senate on Measuring the Effects of New Technologies on the American Workforce](https://www.bls.gov/bls/congressional-reports/measuring-the-effects-of-new-technologies-on-the-american-workforce.pdf)
* [Incorporating AI impacts in BLS employment projections: occupational case studies](https://www.bls.gov/opub/mlr/2025/article/incorporating-ai-impacts-in-bls-employment-projections.htm) | February 2025
**Consumer Financial Protection Bureau (CFPB)**
* [12 CFR Part 1002 - Equal Credit Opportunity Act](https://www.consumerfinance.gov/policy-compliance/rulemaking/regulations/1002/) | (Regulation B)
* [Chatbots in consumer finance](https://www.consumerfinance.gov/data-research/research-reports/chatbots-in-consumer-finance/chatbots-in-consumer-finance/)
* [Innovation spotlight: Providing adverse action notices when using AI/ML models](https://www.consumerfinance.gov/about-us/blog/innovation-spotlight-providing-adverse-action-notices-when-using-ai-ml-models/)
**Commodity Futures Trading Commission (CFTC)**
* [A Primer on Artificial Intelligence in Securities Markets](https://www.cftc.gov/media/2846/LabCFTC_PrimerArtificialIntelligence102119/download)
* [Responsible Artificial Intelligence in Financial Markets](https://www.cftc.gov/PressRoom/PressReleases/8905-24)
**Congressional Budget Office**
* [H.R. 9720, AI Incident Reporting and Security Enhancement Act](https://www.cbo.gov/system/files/2024-10/hr9720.pdf)
**Congressional Research Service**
* [Artificial Intelligence in Health Care](https://crsreports.congress.gov/product/pdf/R/R48319) | December 30, 2024
* [Artificial Intelligence and Machine Learning in Financial Services](https://crsreports.congress.gov/product/pdf/R/R47997) | April 3, 2024
* [Artificial Intelligence: Background, Selected Issues, and Policy Considerations](https://crsreports.congress.gov/product/pdf/R/R46795) | May 19, 2021
* [Artificial Intelligence: Overview, Recent Advances, and Considerations for the 118th Congress](https://www.energy.gov/sites/default/files/2023-09/Artificial%20Intelligence%20Overview%2C%20Recent%20Advances%2C%20and%20Considerations%20for%20the%20118th%20Congress.pdf) | August 4, 2023
* [Highlights of the 2023 Executive Order on Artificial Intelligence for Congress](https://crsreports.congress.gov/product/pdf/R/R47843/2) | November 17, 2023
**Copyright Office**
* [Copyright and Artificial Intelligence Part 1 Digital Replicas](https://www.copyright.gov/ai/Copyright-and-Artificial-Intelligence-Part-1-Digital-Replicas-Report.pdf) | July 2024
* [Copyright and Artificial Intelligence Part 2 Copyrightability](https://www.copyright.gov/ai/Copyright-and-Artificial-Intelligence-Part-2-Copyrightability-Report.pdf) | January 2025
* [Copyright and Artificial Intelligence Part 3 Generative AI Training](https://www.copyright.gov/ai/Copyright-and-Artificial-Intelligence-Part-3-Generative-AI-Training-Report-Pre-Publication-Version.pdf) | May 2025
**Data.gov**
* [Privacy Policy and Data Policy](https://data.gov/privacy-policy/)
**Defense Advanced Research Projects Agency (DARPA)**
* [Explainable Artificial Intelligence](https://www.darpa.mil/program/explainable-artificial-intelligence) | (XAI) (Archived)
**Defense Technical Information Center**
* [Computer Security Technology Planning Study](https://apps.dtic.mil/sti/citations/AD0758206) | October 1, 1972
**Department of Agriculture (USDA)**
* [Fiscal Year 2025-2026 AI Strategy](https://www.usda.gov/sites/default/files/documents/fy-2025-2026-usda-ai-strategy.pdf)
**Department of Commerce**
* [Artificial intelligence](https://www.commerce.gov/issues/artificial-intelligence)
* [Bureau of Industry and Security](https://www.bis.gov/)
* [Department of Commerce Rescinds Biden-Era Artificial Intelligence Diffusion Rule, Strengthens Chip-Related Export Controls](https://media.bis.gov/sites/default/files/documents/05.07%20Recission%20of%20AI%20Diffusion%20Press%20Release.pdf) | Bureau of Industry and Security, May 12, 2025
* [Framework for Artificial Intelligence Diffusion](https://public-inspection.federalregister.gov/2025-00636.pdf)
* [Evaluation of DeepSeek AI Models](https://www.nist.gov/system/files/documents/2025/09/30/CAISI_Evaluation_of_DeepSeek_AI_Models.pdf) | Center for AI Standards and Innovation, September 30, 2025
* [Intellectual property](https://www.commerce.gov/issues/intellectual-property)
* [National Telecommunications and Information Administration](https://www.ntia.gov/) | (NTIA)
* [AI Accountability Policy Report](https://www.ntia.gov/issues/artificial-intelligence/ai-accountability-policy-report)
* [AI System Documentation](https://www.ntia.gov/issues/artificial-intelligence/ai-accountability-policy-report/developing-accountability-inputs-a-deeper-dive/information-flow/ai-system-documentation)
* [Internet Policy Task Force, Commercial Data Privacy and Innovation in the Internet Economy: A Dynamic Policy Framework](https://www.ntia.doc.gov/files/ntia/publications/iptf_privacy_greenpaper_12162010.pdf)
* [NTIA Artificial Intelligence Accountability Policy Report](https://www.ntia.gov/sites/default/files/publications/ntia-ai-report-final.pdf) | March 2024
* [National Institute of Standards and Technology](https://www.nist.gov/)
* [A Possible Approach for Evaluating AI Standards Development](https://nvlpubs.nist.gov/nistpubs/gcr/2026/NIST.GCR.26-069.pdf)
* [AI Risk Management Framework Concept Paper](https://www.nist.gov/document/airmfconceptpaper)
* [AI Risk Management Framework: Initial Draft](https://www.nist.gov/document/ai-risk-management-framework-initial-draft)
* [AI Use Taxonomy: A Human-Centered Approach](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.200-1.pdf) | NIST AI 200-1
* [Adversarial Machine Learning: A Taxonomy and Terminology of Attacks and Mitigations](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-2e2023.pdf) | NIST AI 100-2e2023
* [Adversarial Machine Learning: A Taxonomy and Terminology of Attacks and Mitigations updated](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-2e2025.pdf) | NIST AI 100-2e2025
* [Artificial Intelligence Risk Management Framework](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-1.pdf) | NIST AI 100-1 (NIST AI RMF 1.0)
* [Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.600-1.pdf) | NIST AI 600-1
* [Assessing Risks and Impacts of AI (ARIA): Pilot Evaluation Report](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.700-2.pdf) | NIST AI 700-2
* [Challenges to the Monitoring of Deployed AI Systems](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.800-4.pdf) | NIST AI 800-4
* [Cybersecurity Framework Profile for Artificial Intelligence](https://nvlpubs.nist.gov/nistpubs/ir/2025/NIST.IR.8596.iprd.pdf) | NIST IR 8596 (initial preliminary draft)
* [De-Identifying Government Datasets: Techniques and Governance](https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-188.pdf) | NIST SP 800-188
* [Four Principles of Explainable Artificial Intelligence](https://nvlpubs.nist.gov/nistpubs/ir/2021/nist.ir.8312.pdf) | NISTIR 8312
* [Guide for Conducting Risk Assessments](https://nvlpubs.nist.gov/nistpubs/legacy/sp/nistspecialpublication800-30r1.pdf) | NIST Special Publication 800-30 Revision 1
* [Managing Misuse Risk for Dual-Use Foundation Models](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.800-1.ipd2.pdf) | NIST AI 800-1 (2nd public draft)
* [NIST AI RMF Playbook](https://airc.nist.gov/airmf-resources/playbook/)
* [NIST AI RMF Roadmap](https://airc.nist.gov/airmf-resources/roadmap/)
* [NIST/SEMATECH e-Handbook of Statistical Methods](https://www.itl.nist.gov/div898/handbook/)
* [Psychological Foundations of Explainability and Interpretability in Artificial Intelligence](https://nvlpubs.nist.gov/nistpubs/ir/2021/NIST.IR.8367.pdf)
* [Reducing Risks Posed by Synthetic Content: An Overview of Technical Approaches to Digital Content Transparency](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-4.pdf) | NIST AI 100-4
* [Secure Software Development Practices for Generative AI and Dual-Use Foundation Models: An SSDF Community Profile](https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.800-218A.pdf) | NIST SP 800-218A
* [Simple Guide for Evaluating and Expressing the Uncertainty of NIST Measurement Results](https://nvlpubs.nist.gov/nistpubs/TechnicalNotes/NIST.TN.1900.pdf) | NIST Technical Note 1900
* [International Bureau of Weights and Measures, Evaluation of measurement data—Guide to the expression of uncertainty in measurement](https://www.bipm.org/documents/20126/2071204/JCGM_100_2008_E.pdf/cb0ef43f-baa5-11cf-3f85-4dcd86f77bd6) | (BIPM)
* [The Language of Trustworthy AI: An In-Depth Glossary of Terms](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.100-3.pdf) | NIST AI 100-3
* [NIST AIRC Glossary portal](https://airc.nist.gov/glossary/)
* [The Language of Trustworthy AI: An In-Depth Glossary of Terms, spreadsheet](https://docs.google.com/spreadsheets/d/e/2PACX-1vTRBYglcOtgaMrdF11aFxfEY3EmB31zslYI4q2_7ZZ8z_1lKm7OHtF0t4xIsckuogNZ3hRZAaDQuv_K/pubhtml)
* [Towards a Standard for Identifying and Managing Bias in Artificial Intelligence](https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.1270.pdf) | NIST SP 1270
* [U.S. Leadership in AI: A Plan for Federal Engagement in Developing Technical Standards and Related Tools](https://www.nist.gov/document/report-plan-federal-engagement-developing-technical-standards-and-related-tools)
* [2024 NIST GenAI (Pilot Study): Text-to-Text Evaluation Overview and Results](https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.700-1.pdf) | NIST AI 700-1
* National Oceanic and Atmospheric Administration (NOAA)
* [NOAA Artificial Intelligence Strategy: Analytics for Next-Generation Earth Science](https://sciencecouncil.noaa.gov/wp-content/uploads/2023/04/2020-AI-Strategy.pdf) | February 2020
* Office of the Under Secretary for Economic Affairs
* [Generative Artificial Intelligence and Open Data](https://www.commerce.gov/sites/default/files/2025-01/GenerativeAI-Open-Data.pdf) | Guidelines and Best Practices, Version 1, January 16, 2025
* [Outline: Proposed Zero Draft for a Standard on AI Testing, Evaluation, Verification, and Validation](https://www.nist.gov/system/files/documents/2025/07/15/Outline_%20Proposed%20Zero%20Draft%20for%20a%20Standard%20on%20AI%20TEVV-for-web.pdf)
* [SP 800-53 Control Overlays for Securing AI Systems](https://csrc.nist.gov/csrc/media/Projects/cosais/documents/NIST-Overlays-SecuringAI-concept-paper.pdf) | NIST
* [U.S. Artificial Intelligence Safety Institute](https://www.nist.gov/aisi) | (USAISI)
* [US AISI and UK AISI Joint Pre-Deployment Test: Anthropic's Claude 3.5 Sonnet](https://www.nist.gov/system/files/documents/2024/11/19/Upgraded%20Sonnet-Publication-US.pdf) | October 2024 Release
* [US AISI and UK AISI Joint Pre-Deployment Test: OpenAI o1](https://www.nist.gov/system/files/documents/2024/12/18/US_UK_AI%20Safety%20Institute_%20December_Publication-OpenAIo1.pdf) | December 2024
**Department of Defense**
* [AI Data Security](https://media.defense.gov/2025/May/22/2003720601/-1/-1/0/CSI_AI_DATA_SECURITY.PDF) | Joint Cybersecurity Information, Best Practices for Securing Data Used to Train & Operate AI Systems, May 2025, Ver. 1.0
* [AI Principles: Recommendations on the Ethical Use of Artificial Intelligence](https://media.defense.gov/2019/Oct/31/2002204458/-1/-1/0/DIB_AI_PRINCIPLES_PRIMARY_DOCUMENT.PDF)
* [Audit of Governance and Protection of Department of Defense Artificial Intelligence Data and Technology](https://media.defense.gov/2020/Jul/01/2002347967/-1/-1/1/DODIG-2020-098.PDF)
* [Content Credentials: Strengthening Multimedia Integrity in the Generative AI Era](https://media.defense.gov/2025/Jan/29/2003634788/-1/-1/0/CSI-CONTENT-CREDENTIALS.PDF) | January 2025
* [Chief Data and Artificial Intelligence Officer Assessment and Assurance](https://gitlab.jatic.net/home) | (CDAO)
* [RAI Toolkit](https://rai.tradewindai.com/)
* Department of the Army
* [Proceedings of the Thirteenth Annual U.S. Army Operations Research Symposium](https://apps.dtic.mil/sti/pdfs/ADA007126.pdf) | Volume 1, October 29 to November 1, 1974
* [Guidelines for secure AI system development](https://media.defense.gov/2023/Nov/27/2003346994/-1/-1/0/GUIDELINES-FOR-SECURE-AI-SYSTEM-DEVELOPMENT.PDF)
* [U.S. Department of Defense Responsible Artificial Intelligence Strategy and Implementation Pathway](https://media.defense.gov/2022/Jun/22/2003022604/-1/-1/0/Department-of-Defense-Responsible-Artificial-Intelligence-Strategy-and-Implementation-Pathway.PDF) | June 2022
**Department of Education**
* [Inventory of U.S. Department of Education AI Use Cases](https://www.ed.gov/about/ed-overview/artificial-intelligence-ai-guidance)
* [Office of Educational Technology](https://tech.ed.gov/)
* [Designing for Education with Artificial Intelligence: An Essential Guide for Developers](https://tech.ed.gov/designing-for-education-with-artificial-intelligence/)
* [Empowering Education Leaders: A Toolkit for Safe, Ethical, and Equitable AI Integration](https://tech.ed.gov/education-leaders-ai-toolkit/) | October 2024
**Department of Energy**
* [Artificial Intelligence and Technology Office](https://www.energy.gov/ai/artificial-intelligence-technology-office)
* [AI Risk Management Playbook](https://www.energy.gov/ai/doe-ai-risk-management-playbook-airmp) | (AIRMP)
* [AI Use Case Inventory](https://www.energy.gov/sites/default/files/2023-07/DOE_2023_AI_Use_Case_Inventory_0.pdf) | (DOE Use Cases Releasable to Public in Accordance with E.O. 13960)
* [Digital Climate Solutions Inventory](https://www.energy.gov/sites/default/files/2022-09/Digital_Climate_Solutions_Inventory.pdf)
* [Generative Artificial Intelligence Reference Guide](https://www.energy.gov/sites/default/files/2024-06/Generative%20AI%20Reference%20Guide%20v2%206-14-24.pdf)
**Department of Health and Human Services**
* [Strategic Plan for the Use of Artificial Intelligence in Health Human Services and Public Health Strategic Plan](https://irp.nih.gov/system/files/media/file/2025-03/2025-hhs-ai-strategic-plan_full_508.pdf) | January 2025
**Department of Homeland Security**
* [Acquisition and Use of Artificial Intelligence and Machine Learning Technologies by DHS Components](https://www.dhs.gov/sites/default/files/2023-09/23_0913_mgmt_139-06-acquistion-use-ai-technologies-dhs-components.pdf) | Policy Statement 139-06, August 8, 2023
* [Artificial Intelligence and Autonomous Systems](https://www.dhs.gov/science-and-technology/artificial-intelligence)
* [Artificial Intelligence Safety and Security Board](https://www.dhs.gov/artificial-intelligence-safety-and-security-board)
* [Department of Homeland Security Artificial Intelligence Roadmap 2024](https://www.dhs.gov/sites/default/files/2024-03/24_0315_ocio_roadmap_artificialintelligence-ciov3-signed-508.pdf)
* [DHS Has Taken Steps to Develop and Govern Artificial Intelligence, But More Action is Needed to Ensure Appropriate Use](https://www.oig.dhs.gov/sites/default/files/assets/2025-02/OIG-25-10-Jan25.pdf) | Office of Inspector General, OIG-25-10, January 30, 2025
* [DHS Playbook for Public Sector Generative Artificial Intelligence Deployment](https://www.dhs.gov/sites/default/files/2025-01/25_0106_ocio_dhs-playbook-for-public-sector-generative-artificial-intelligence-deployment-508-signed.pdf) | January 2025
* [Roles and Responsibilities Framework for Artificial Intelligence in Critical Infrastructure](https://www.dhs.gov/sites/default/files/2024-11/24_1114_dhs_ai-roles-and-responsibilities-framework-508.pdf) | November 14, 2024
* [Safety and Security Guidelines for Critical Infrastructure Owners and Operators](https://www.dhs.gov/publication/safety-and-security-guidelines-critical-infrastructure-owners-and-operators)
* [The Department of Homeland Security Simplified Artificial Intelligence Use Case Inventory](https://www.dhs.gov/ai/use-case-inventory)
* [AI at DHS: A Deep Dive into our Use Case Inventory](https://www.dhs.gov/news/2024/12/16/ai-dhs-deep-dive-our-use-case-inventory)
* [Use of Commercial Generative Artificial Intelligence Tools](https://www.dhs.gov/sites/default/files/2023-11/23_1114_cio_use_generative_ai_tools.pdf)
**Department of Justice**
* [Artificial Intelligence Strategy for the U.S. Department of Justice](https://www.justice.gov/d9/pages/attachments/2021/02/04/doj_artificial_intelligence_strategy_december_2020.pdf) | December 2020
* [Civil Rights Division, Artificial Intelligence and Civil Rights](https://www.justice.gov/crt/ai)
* [Privacy Act of 1974](https://www.justice.gov/opcl/privacy-act-1974)
* [Overview of The Privacy Act of 1974](https://www.justice.gov/opcl/overview-privacy-act-1974-2020-edition) | (2020 Edition)
* [Shaping the Department's Artificial Intelligence Efforts 2021-2025](https://www.justice.gov/archives/media/1385331/dl?inline)
**Department of Labor**
* [Artificial Intelligence Use Case Inventory](https://www.dol.gov/agencies/oasam/centers-offices/ocio/ai-inventory)
* [Validation of Employee Selection Procedures](https://web.archive.org/web/20250103095140/https://www.dol.gov/agencies/ofccp/faqs/employee-selection-procedures) | Office of Federal Contract Compliance Programs (archived)
**Department of State**
* [Artificial Intelligence](https://www.state.gov/artificial-intelligence/)
* [AI Inventory 2024](https://2021-2025.state.gov/department-of-state-ai-inventory-2024/) | (Archived Content)
* [Enterprise Artificial Intelligence Strategy FY2024-FY-2025 Empowering Diplomacy through Responsible AI](https://www.state.gov/wp-content/uploads/2023/11/Department-of-State-Enterprise-Artificial-Intelligence-Strategy.pdf) | October 2023
**Department of the Treasury**
* Internal Revenue Service (IRS)
* [Interim Policy for AI Governance](https://www.irs.gov/pub/foia/ig/spder/raas-10-0325-0001-public.pdf) | March 11, 2025
* [Managing Artificial Intelligence-Specific Cybersecurity Risks in the Financial Services Sector](https://home.treasury.gov/system/files/136/Managing-Artificial-Intelligence-Specific-Cybersecurity-Risks-In-The-Financial-Services-Sector.pdf) | March 2024
**Department of Veterans Affairs**
* [Building the Future: VA’s Strategy for Adopting High-Impact Artificial Intelligence to Improve Services for Veterans](https://department.va.gov/ai/building-the-future-vas-strategy-for-adopting-high-impact-artificial-intelligence-to-improve-services-for-veterans/)
**Equal Employment Opportunity Commission (EEOC)**
* [EEOC Letter](https://www.bennet.senate.gov/public/_cache/files/0/a/0a439d4b-e373-4451-84ed-ba333ce6d1dd/672D2E4304D63A04CC3465C3C8BF1D21.letter-to-chair-dhillon.pdf) | from U.S. senators re: hiring software
* [Questions and Answers to Clarify and Provide a Common Interpretation of the Uniform Guidelines on Employee Selection Procedures](https://www.eeoc.gov/laws/guidance/questions-and-answers-clarify-and-provide-common-interpretation-uniform-guidelines)
**Executive Office of the President of the United States**
* [Consumer Data Privacy in a Networked World: A Framework for Protecting Privacy and Promoting Innovation in the Global Digital Economy, February 2012](https://obamawhitehouse.archives.gov/sites/default/files/privacy-final.pdf) | Obama White House Archives
* [Fact Sheet Eliminating Barriers for Federal Artificial Intelligence Use and Procurement](https://www.whitehouse.gov/wp-content/uploads/2025/02/AI-Memo-Fact-Sheet.pdf)
* [Framework to Advance AI Governance and Risk Management in National Security](https://ai.gov/wp-content/uploads/2024/10/NSM-Framework-to-Advance-AI-Governance-and-Risk-Management-in-National-Security.pdf)
* [Winning the Race: America's AI Action Plan](https://whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf) | July 2025
**Federal Aviation Administration (FAA)**
* [Roadmap for Artificial Intelligence Safety Assurance](https://www.faa.gov/media/82891) | Version I, July 23, 2024
**Federal Deposit Insurance Corporation (FDIC)**
**Federal Housing Finance Agency (FHFA)**
* [Advisory Bulletin AB 2013-07 Model Risk Management Guidance](https://www.fhfa.gov/sites/default/files/2023-03/ab_2013-07_model_risk_management_guidance.pdf)
**Federal Reserve**
* [Supervisory Guidance on Model Risk Management](https://www.federalreserve.gov/supervisionreg/srletters/sr1107a1.pdf)
**Federal Trade Commission (FTC)**
* [Business Blog](https://www.ftc.gov/business-guidance/blog)
* [2021-01-11 Facing the facts about facial recognition](https://www.ftc.gov/business-guidance/blog/2021/01/facing-facts-about-facial-recognition)
* [2022-07-11 Location, health, and other sensitive information: FTC committed to fully enforcing the law against illegal use and sharing of highly sensitive data](https://www.ftc.gov/business-guidance/blog/2022/07/location-health-and-other-sensitive-information-ftc-committed-fully-enforcing-law-against-illegal)
* [2023-07-25 Protecting the privacy of health information: A baker’s dozen takeaways from FTC cases](https://www.ftc.gov/business-guidance/blog/2023/07/protecting-privacy-health-information-bakers-dozen-takeaways-ftc-cases)
* [2023-08-16 Can’t lose what you never had: Claims about digital ownership and creation in the age of generative AI](https://www.ftc.gov/business-guidance/blog/2023/08/cant-lose-what-you-never-had-claims-about-digital-ownership-creation-age-generative-ai)
* [2023-08-22 For business opportunity sellers, FTC says “AI” stands for “allegedly inaccurate”](https://www.ftc.gov/business-guidance/blog/2023/08/business-opportunity-sellers-ftc-says-ai-stands-allegedly-inaccurate)
* [2023-09-15 Updated FTC-HHS publication outlines privacy and security laws and rules that impact consumer health data](https://www.ftc.gov/business-guidance/blog/2023/09/updated-ftc-hhs-publication-outlines-privacy-security-laws-rules-impact-consumer-health-data)
* [2023-09-18 Companies warned about consequences of loose use of consumers’ confidential data](https://www.ftc.gov/business-guidance/blog/2023/09/companies-warned-about-consequences-loose-use-consumers-confidential-data)
* [2023-09-27 Could PrivacyCon 2024 be the place to present your research on AI, privacy, or surveillance?](https://www.ftc.gov/business-guidance/blog/2023/09/could-privacycon-2024-be-place-present-your-research-ai-privacy-or-surveillance)
* [2022-05-20 Security Beyond Prevention: The Importance of Effective Breach Disclosures](https://www.ftc.gov/policy/advocacy-research/tech-at-ftc/2022/05/security-beyond-prevention-importance-effective-breach-disclosures)
* [2023-02-01 Security Principles: Addressing underlying causes of risk in complex systems](https://www.ftc.gov/policy/advocacy-research/tech-at-ftc/2023/02/security-principles-addressing-underlying-causes-risk-complex-systems)
* [2023-06-29 Generative AI Raises Competition Concerns](https://www.ftc.gov/policy/advocacy-research/tech-at-ftc/2023/06/generative-ai-raises-competition-concerns)
* [2023-12-19 Coming face to face with Rite Aid’s allegedly unfair use of facial recognition technology](https://www.ftc.gov/business-guidance/blog/2023/12/coming-face-face-rite-aids-allegedly-unfair-use-facial-recognition-technology)
* [Children's Online Privacy Protection Rule](https://www.ftc.gov/legal-library/browse/rules/childrens-online-privacy-protection-rule-coppa) | ("COPPA")
* [Privacy Policy](https://www.ftc.gov/policy-notices/privacy-policy)
**Food and Drug Administration**
* [Artificial Intelligence-Enabled Device Software Functions: Lifecycle Management and Marketing Submission Recommendations](https://www.fda.gov/media/184856/download) | Draft Guidance for Industry and FDA Staff, January 7, 2025
* [Artificial Intelligence/Machine Learning-Based: Software as a Medical Device Action Plan](https://www.fda.gov/media/145022/download) | SaMD, updated January 2021
* [Software as a Medical Device guidance](https://www.fda.gov/regulatory-information/search-fda-guidance-documents/software-medical-device-samd-clinical-evaluation) | SaMD guidance, December 8, 2017
**General Services Administration**
* [AI Guide for Government](https://coe.gsa.gov/coe/ai-guide-for-government/introduction/)
**Government Accountability Office (GAO)**
* [Artificial Intelligence: An Accountability Framework for Federal Agencies and Other Entities, GAO-21-519SP](https://www.gao.gov/products/gao-21-519sp) | June 2021
* [Highlights of GAO-21-519SP](https://www.gao.gov/assets/gao-21-519sp-highlights.pdf)
* [Artificial Intelligence: Generative AI Use and Management at Federal Agencies](https://www.gao.gov/assets/gao-25-107653.pdf) | July 2025
* [Artificial Intelligence: Use and Oversight in Financial Services GAO-25-107197](https://www.gao.gov/assets/gao-25-107197.pdf) | May 19, 2025
* [Considerations for the Use of Artificial Intelligence to Support Regulatory Decision-Making for Drug and Biological Products Draft Guidance](https://www.fda.gov/media/184830/download) | January 2025
* [Fraud and Improper Payments: Data Quality and a Skilled Workforce Are Essential for Unlocking the Benefits of Artificial Intelligence](https://www.gao.gov/assets/gao-25-108412.pdf)
* [Generative AI's Environmental and Human Effects](https://www.gao.gov/assets/gao-25-107172.pdf) | Technology Assessment, Artificial Intelligence, April 2025
* [Veteran Suicide: VA Efforts to Identify Veterans at Risk through Analysis of Health Record Information](https://www.gao.gov/assets/gao-22-105165.pdf)
**NASA**
* [Examining Proposed Uses of LLMs to Produce or Assess Assurance Arguments](https://ntrs.nasa.gov/api/citations/20250001849/downloads/NASA-TM-20250001849.pdf) | NASA/TM–20250001849, March 2025
* [NASA Framework for the Ethical Use of Artificial Intelligence](https://ntrs.nasa.gov/api/citations/20210012886/downloads/NASA-TM-20210012886.pdf) | NASA/TM-20210012886, April 2021
**National Archives**
* [Potential Labor Market Impacts of Artificial Intelligence: An Empirical Analysis](https://bidenwhitehouse.archives.gov/wp-content/uploads/2024/07/Potential-Labor-Market-Impacts-of-Artificial-Intelligence-An-Empirical-Analysis-July-2024.pdf)
**National Association of Attorneys General**
* [Letter to Congress Opposing AI Preemption Amendment](https://www.scag.gov/media/opvgxagq/2025-05-15-letter-to-congress-re-proposed-ai-preemption-_final.pdf) | Letter by state attorneys general opposing federal preemption of state AI regulation, May 16, 2025
**National Endowment for the Humanities**
* [Policy on the Use of Artificial Intelligence for NEH Grant Proposals](https://www.neh.gov/sites/default/files/2024-10/NEH.AI_.Policy-10.23.24.pdf) | October 23, 2024
**National Security Agency (NSA)**
* [Central Security Service, Artificial Intelligence Security Center](https://www.nsa.gov/AISC/)
**National Security Commission on Artificial Intelligence**
* [Final Report](https://assets.foleon.com/eu-central-1/de-uploads-7e3kk3/48187/nscai_full_report_digital.04d6b124173c.pdf)
**Office of the Comptroller of the Currency (OCC)**
* [2021 Model Risk Management Handbook](https://www.occ.gov/publications-and-resources/publications/comptrollers-handbook/files/model-risk-management/index-model-risk-management.html)
* [AI in Financial Services Remarks at NFHA Responsible AI Symposium](https://occ.gov/news-issuances/speeches/2025/pub-speech-2025-38.pdf) | Rodney E. Hood, April 29, 2025
**Office of the Director of National Intelligence (ODNI)**
* [The AIM Initiative: A Strategy for Augmenting Intelligence Using Machines](https://www.dni.gov/files/ODNI/documents/AIM-Strategy.pdf)
* [Artificial Intelligence Ethics Framework for the Intelligence Community v 1.0 as of June 2020](https://www.dni.gov/files/ODNI/documents/AI_Ethics_Framework_for_the_Intelligence_Community_10.pdf)
* [Principles of Artificial Intelligence Ethics for the Intelligence Community](https://www.intel.gov/principles-of-artificial-intelligence-ethics-for-the-intelligence-community)
* [Annual Threat Assessment of the U.S. Intelligence Community](https://www.dni.gov/files/ODNI/documents/assessments/ATA-2025-Unclassified-Report.pdf) | March 2025
**Office of Management and Budget (OMB)**
* [M-25-21 Memorandum for the Heads of Executive Departments and Agencies - Accelerating Federal Use of AI through Innovation, Governance, and Public Trust](https://www.whitehouse.gov/wp-content/uploads/2025/02/M-25-21-Accelerating-Federal-Use-of-AI-through-Innovation-Governance-and-Public-Trust.pdf) | April 3, 2025
* [M-25-22 Memorandum for the Heads of Executive Departments and Agencies - Driving Efficient Acquisition of Artificial Intelligence in Government](https://www.whitehouse.gov/wp-content/uploads/2025/02/M-25-22-Driving-Efficient-Acquisition-of-Artificial-Intelligence-in-Government.pdf) | April 3, 2025
**Office of Personnel Management**
* [The Artificial Intelligence Classification Policy and Talent Acquisition Guidance - The AI in Government Act of 2020](https://chcoc.gov/sites/default/files/The%20Artificial%20Intelligence%20Classification%20Policy%20and%20Talent%20Acquisition%20Guidance%20-%20The%20AI%20in%20Government%20Act%20of%202020.pdf) | April 29, 2024
**Securities and Exchange Commission (SEC)**
* [Investor Advisory Committee Meeting Agenda for Thursday](https://www.sec.gov/about/advisory-committees/investor-advisory-committee/iac030625-agenda) | March 6, 2025
* [SEC Charges Two Investment Advisers with Making False and Misleading Statements About Their Use of Artificial Intelligence](https://www.sec.gov/news/press-release/2024-36)
**Social Security Administration (SSA)**
* [Compliance Plan for OMB Memoranda M-24-10](https://www.ssa.gov/ai/policy/SSA%20M-24-10%20Compliance%20Plan.pdf) | September 2024
**United States Patent and Trademark Office (USPTO)**
* [Artificial Intelligence Strategy](https://www.uspto.gov/sites/default/files/documents/uspto-ai-strategy.pdf) | January 2025
* [Public Views on Artificial Intelligence and Intellectual Property Policy](https://www.uspto.gov/sites/default/files/documents/USPTO_AI-Report_2020-10-07.pdf)
**United States Congress, House of Representatives**
* [Bipartisan House Task Force Report on Artificial Intelligence](https://republicans-science.house.gov/_cache/files/a/a/aa2ee12f-8f0c-46a3-8ff8-8e4215d6a72b/E4AF21104CB138F3127D8FF7EA71A393.ai-task-force-report-final.pdf) | 118th Congress, December 2024
* [Letter to Inflection AI re: AI Censorship](https://judiciary.house.gov/sites/evo-subsites/republicans-judiciary.house.gov/files/evo-media-document/2025-03-13-jdj-to-inflection-ai-white-re-ai-censorship-1%29.pdf) | U.S. House Judiciary Committee, March 13, 2025
**United States Congress, Senate**
* [Decoupling America’s Artificial Intelligence Capabilities from China Act](https://www.hawley.senate.gov/wp-content/uploads/2025/01/Hawley-Decoupling-Americas-Artificial-Intelligence-Capabilities-from-China-Act.pdf) | U.S. Senate, 119th Congress, introduced by Senator Josh Hawley, January 2025
* [Driving U.S. Innovation in Artificial Intelligence: A Roadmap for Artificial Intelligence Policy in the United States Senate](https://www.schumer.senate.gov/imo/media/doc/Roadmap_Electronic1.32pm.pdf) | The Bipartisan Senate AI Working Group, May 2024
* [Letter to DOJ Re FARA AI Violation](https://www.commerce.senate.gov/services/files/55267EFF-11A8-4BD6-BE1E-61452A3C48E3) | Senator Ted Cruz to Attorney General Merrick Garland, Committee on Commerce, Science, and Transportation, 2024.11.21
* [Letter to Sundar Pichai concerning Google's decision to reverse its previous safety and ethical commitments on its development of AI products](https://www.markey.senate.gov/imo/media/doc/letter_to_google_on_ai_principles_revisions2.pdf) | Letter from Senators Edward J. Markey, Jeffrey A. Merkley, and Peter Welch, February 19, 2025
**United States Web Design System (USWDS)**
* [Design principles](https://designsystem.digital.gov/design-principles/)
#### United States (State Governments)
**Alabama**
* [Artificial Intelligence Governance Policy AI-GV-P1](https://oit.alabama.gov/wp-content/uploads/2025/01/Artificial-Intelligence-Governance-Policy.pdf) | State of Alabama, Office of Information Technology, Version 1, Effective January 31, 2025
* [Generative AI Task Force Final Report](https://governor.alabama.gov/assets/2025/03/GenAI-TaskForce-Report_Final_20250321.pdf) | State of Alabama, Governor's Task Force on Generative Artificial Intelligence: Providing for the Responsible and Productive Use of Generative Artificial Intelligence in State Government, March 2025
**California**
* [California Consumer Privacy Act](https://oag.ca.gov/privacy/ccpa) | (CCPA)
* California Department of Justice
* [How to Read a Privacy Policy](https://www.oag.ca.gov/privacy/facts/online-privacy/privacy-policy)
* [Office of the Attorney General, California Attorney General's Legal Advisory on the Application of Existing California Laws to Artificial Intelligence](https://oag.ca.gov/system/files/attachments/press-docs/Legal%20Advisory%20-%20Application%20of%20Existing%20CA%20Laws%20to%20Artificial%20Intelligence.pdf)
* [California Department of Technology, GenAI Executive Order](https://cdt.ca.gov/technology-innovation/artificial-intelligence-community/genai-executive-order/)
* [California Privacy Protection Agency, Draft Risk Assessment and Automated Decisionmaking Technology Regulations](https://cppa.ca.gov/meetings/materials/20240308_item4_draft_risk.pdf) | CPPA, March 2024
* [The California Report on Frontier AI Policy](https://www.gov.ca.gov/wp-content/uploads/2025/06/June-17-2025-%E2%80%93-The-California-Report-on-Frontier-AI-Policy.pdf) | Joint California Policy Working Group on AI Frontier Models, June 17, 2025
* [Office of the Attorney General of California, California Privacy Rights Act](https://www.oag.ca.gov/system/files/initiatives/pdfs/19-0021A1%20%28Consumer%20Privacy%20-%20Version%203%29_1.pdf) | (CPRA)
* [Sonoma County Administrative Policy 9-6 Information Technology Artificial Intelligence Policy](https://sonomacounty.ca.gov/Main%20County%20Site/Administrative%20Support%20%26%20Fiscal%20Services/HR/Employee%20Resources/Administrative%20Policy%20Manual/9-6%20AI%20Policy/AI%20Policy.pdf) | September 10, 2024
**Colorado**
* [Report and Recommendations: Artificial Intelligence Impact Task Force](https://leg.colorado.gov/sites/default/files/images/report_and_recommendations_5.pdf) | Colorado Legislative Council Staff, February 2025
**Connecticut**
* [State of Connecticut Judicial Branch JBAPPM Policy 1013 Artificial Intelligence Responsible Use Framework, Meaningful Guardrails + Workforce Empowerment and Education + Purposeful Use = Responsible AI Innovation](https://www.jud.ct.gov/faq/CTJBResponsibleAIPolicyFramework2.1.24.pdf) | Version 1.0, February 1, 2024
* [State of Connecticut Policy AI-01 AI Responsible Use Framework, Meaningful Guardrails + Workforce Empowerment and Education + Purposeful Use = Responsible AI Innovation](https://portal.ct.gov/-/media/OPM/Fin-General/Policies/CT-Responsible-AI-Policy-Framework-Final-02012024.pdf) | Version 1.0, February 1, 2024
**Florida**
* [Provenance of Digital Content Florida HB 369 Bill Analysis](https://www.flsenate.gov/Session/Bill/2025/369/Analyses/h0369e.COM.PDF) | Florida House of Representatives, April 2025
* [Report on Miami-Dade County's Policy on Artificial Intelligence–Directive No. 231203](https://documents.miamidade.gov/mayor/memos/03.22.24-Report-on-Miami-Dade-Countys-Policy-on-Artificial-Intelligence-Directive-No-231203.pdf) | Miami-Dade County, March 22, 2024
* [Second Report on Miami-Dade County's Policy on Artificial Intelligence Directive No. 231203](https://www.miamidade.gov/technology/library/artificial-intelligence-report-2025.pdf) | Miami-Dade County, April 8, 2025
**Illinois**
* [Illinois Supreme Court Policy on Artificial Intelligence](https://ilcourtsaudio.blob.core.windows.net/antilles-resources/resources/e43964ab-8874-4b7a-be4e-63af019cb6f7/Illinois%20Supreme%20Court%20AI%20Policy.pdf) | Effective January 1, 2025
**Indiana**
* [State of Indiana Artificial Intelligence](https://www.in.gov/mph/cdo/files/State-of-Indiana-Artificial-Intelligence-Policy.pdf) | Version 1.1, December 2024
**Kentucky**
* [080.101 AI/Gen AI Policy Version 1.1](https://www.chfs.ky.gov/agencies/os/oats/polstand/080101AIGen%20AI.pdf) | Cabinet for Health and Family Services, February 27, 2025
* [Artificial Intelligence Guidance Brief 2024](https://www.education.ky.gov/districts/tech/Documents/AI%20Guidance%20Brief.pdf) | Kentucky Department of Education
* [Research Report No. 491 Executive Branch Use of Artificial Intelligence Technology](https://apps.legislature.ky.gov/lrc/publications/ResearchReports/RR491.pdf) | Legislative Research Commission
**Maine**
* [Generative Artificial Intelligence Policy](https://www.maine.gov/oit/sites/maine.gov.oit/files/inline-files/GenAIPolicy.pdf) | Maine State Government, Department of Administrative and Financial Services, Office of Information Technology (OIT), issued July 19, 2024, revised February 28, 2025
**Massachusetts**
* [Enterprise Use and Development of Generative Artificial Intelligence Policy](https://www.mass.gov/doc/enterprise-use-and-development-of-generative-artificial-intelligence-policy/download) | Executive Office of Technology Services and Security (EOTSS), Enterprise Privacy Office, GenAI Policy, AI.001, January 31, 2025
**Mississippi**
* [Mississippi Department of Education, Artificial Intelligence Guidance for K-12 Classrooms](https://www.mdek12.org/sites/default/files/Offices/MDE/OTSS/DL/ai_guidance_final.pdf)
**Nebraska**
* [Nebraska Information Technology Commission 8-609 Artificial intelligence policy](https://nitc.nebraska.gov/standards/8-609.pdf) | November 8, 2024
**New Jersey**
* [Legal Practice Preliminary Guidelines on the Use of Artificial Intelligence by New Jersey Lawyers](https://www.njcourts.gov/sites/default/files/notices/2024/01/n240125a.pdf)
**New York**
* [Acceptable Use of Artificial Intelligence Technologies](https://its.ny.gov/system/files/documents/2025/04/nys-p24-001-acceptable-use-of-artificial-intelligence-technologies.pdf) | Office of Information Technology Services, March 11, 2025
* [The New York City Artificial Intelligence Action Plan](https://www.nyc.gov/assets/oti/downloads/pdf/reports/artificial-intelligence-action-plan.pdf) | October 2023
* [New York City Automated Decision Systems Task Force Report](https://www.nyc.gov/assets/adstaskforce/downloads/pdf/ADS-Report-11192019.pdf) | November 2019
* [New York State Emerging Technology Advisory Board: Recommendations for making NY a leader in responsible AI](https://filecache.mediaroom.com/mr5mr_ibmnewsroom/198517/IBM-ETAB-Report-white-paper-DIGITAL-20241212%5B30%5D.pdf)
* [New York State Artificial Intelligence Governance](https://www.osc.ny.gov/files/state-agencies/audits/pdf/sga-2025-23s50.pdf) | Office of the New York State Comptroller, Report 2023-S-50, April 2025
* [Use of External Consumer Data and Information Sources in Underwriting for Life Insurance](https://www.dfs.ny.gov/industry_guidance/circular_letters/cl2019_01)
**North Carolina**
* [AI Accelerator](https://it.nc.gov/resources/artificial-intelligence/ai-accelerator) | Department of Information Technology
* [North Carolina State Government Responsible Use of Artificial Intelligence Framework](https://it.nc.gov/documents/nc-state-government-responsible-use-artificial-intelligence-framework/download?attachment) | August 2024
**South Carolina**
* [South Carolina State Agencies Artificial Intelligence Strategy](https://admin.sc.gov/sites/admin/files/Documents/OED/Final%20SC%20AI%20Strategy.pdf) | June 2024
**North Dakota**
* [State of North Dakota Artificial Intelligence Policy](https://www.ndit.nd.gov/sites/www/files/documents/Policies/artificial_intelligence_policy_2024.pdf)
**Pennsylvania**
* [Artificial Intelligence Policy](https://www.pa.gov/content/dam/copapwp-pagov/en/oa/documents/policies/it-policies/artificial%20intelligence%20policy.pdf) | Office of Administration, March 11, 2025
* [Lessons from Pennsyklvania's Generative AI Pilot with ChatGPT](https://www.pa.gov/content/dam/copapwp-pagov/en/oa/documents/programs/information-technology/documents/openai-pilot-report-2025.pdf) | March 2025
**Tennessee**
* [Artificial Intelligence and Generative AI Policy ISM 20](https://www.nashville.gov/sites/default/files/2024-04/ISM-20-Artificial-Intelligence-and-Generative-Artificial-Intelligence-Use.pdf?ct=1713207273) | Metropolitan Government of Nashville and Davidson County, Department of Information Technology Services, Version 1.0, April 15, 2024
* [Enterprise Artificial Intelligence policy 200-POL-007](https://www.tn.gov/content/dam/tn/finance/artificial-intelligence/Enterprise_Artificial_Intelligence_Policy.pdf) | Department of Finance and Administration, Strategic Technology Solutions, Version 1.0, October 30, 2024
**Texas**
* [Artificial Intelligence Strategic Plan Fiscal Years 2025-2027](https://www.txdot.gov/content/dam/docs/str/ai-strategic-plan-09-20-2024.pdf) | Texas Department of Transportation
* [Federal Reserve Bank of Dallas, Regulation B, Equal Credit Opportunity, Credit Scoring Interpretations: Withdrawal of Proposed Business Credit Amendments](https://fraser.stlouisfed.org/files/docs/historical/frbdal/circulars/frbdallas_circ_19820603_no82-063.pdf) | June 3, 1982
**Utah**
* [Artificial Intelligence Framework for Utah P-12 Education](https://www.utah.gov/pmn/files/1116147.pdf) | March 2024
* [Questions from the Commission on Protecting Privacy and Preventing Discrimination](https://auditor.utah.gov/wp-content/uploads/sites/6/2021/02/Office-of-the-State-Auditor-Questions-to-help-Procuring-Agencies-_-Entities-with-Software-Procurement-Feb-1-2021-Final.pdf)
**Virginia**
* [Policy Standards for the Utilization of Artificial Intelligence by the Commonwealth of Virginia](https://www.vita.virginia.gov/media/vitavirginiagov/it-governance/ea/pdf/Utilization-of-Artificial-Intelligence-by-COV-Policy-Standard.pdf)
**Washington**
* [City of Seattle Generative Artificial Intelligence Policy POL-209](https://seattle.gov/documents/Departments/SeattleIT/City-of-Seattle-Generative-Artificial-Intelligence-Policy.pdf)
* [Washington Technology Solutions Reports & Documents](https://watech.wa.gov/about/reports-documents)
* [Guidelines for Deployment of Generative AI](https://watech.wa.gov/sites/default/files/2024-12/Equity%20Analysis%20Guidelines%20for%20Deployment%20of%20Generative%20AI-WaTech_2024.pdf) | December 2024
* [Implementing risk assessments for high-risk AI systems](https://watech.wa.gov/sites/default/files/2025-01/EO%2024-01%20Risk%20Guidance_Final.pdf) | December 2024
* [Initial procurement guidelines for public sector procurement, deployment, and monitoring of Generative AI Technology](https://watech.wa.gov/sites/default/files/2024-11/Initial%20Procurement%20Guidelines%20for%20GenAI%20Final.pdf) | September 2024
* [Interim Guidelines for Purposeful and Responsible Use of Generative Artificial Intelligence](https://watech.wa.gov/sites/default/files/2023-09/State%2520Agency%2520Generative%2520AI%2520Guidelines%25208-7-23%2520.pdf) | August 8, 2023
* [Office of Privacy and Data Protection Performance Report](https://watech.wa.gov/sites/default/files/2024-12/OPDP%202024%20Performance%20Report%20Final%2012-1-24.pdf) | December 1, 2024
* [Responsible AI in the Public Sector: How the Washington State Government Uses & Governs Artificial Intelligence](https://watech.wa.gov/sites/default/files/2025-01/Responsible%20AI%20in%20the%20Public%20Sector%20-%20WaTech%20%20UC%20Berkeley%20Report%20-%20Final_.pdf) | January 31, 2025
* [State of Washington Generative Artificial Intelligence Report](https://watech.wa.gov/sites/default/files/2024-10/WA_State_GenAIReport_FINAL.pdf) | September 2024
**Wyoming**
* Wyoming Department of Education (WDE)
* [AI Guidance Resources](https://wde.instructure.com/courses/826)
* [Guidance for Wyoming School Districts on Developing Artificial Intelligence Use Policy](https://edu.wyoming.gov/wp-content/uploads/2024/06/Guidance-for-AI-Policy-Development.pdf)
#### International and Multilateral Frameworks
#### ASEAN
* [ASEAN Guide on AI Governance and Ethics](https://asean.org/wp-content/uploads/2024/02/ASEAN-Guide-on-AI-Governance-and-Ethics_beautified_201223_v2.pdf)
#### European Union Policies and Regulations
#### Council of Europe
* [Democracy and the Rule of Law](https://rm.coe.int/1680afae3c) | Council of Europe Framework Convention on Artificial Intelligence and Human Rights
* [Discussion paper on Draft Recommendation on AI literacy](https://rm.coe.int/discussion-paper-on-draft-recommendation-on-ai-literacy/1680b5b6f2) | Wayne Holmes, February 25, 2025
* [European Audiovisual Observatory, IRIS, AI and the audiovisual sector: navigating the current legal landscape](https://rm.coe.int/iris-2024-3-ia-legal-landscape/1680b1e999)
* [Guidelines on the Responsible Implementation of Artificial Intelligence Systems in Journalism](https://rm.coe.int/cdmsi-2023-014-guidelines-on-the-responsible-implementation-of-artific/1680adb4c6)
* [On the Use of Artificial Intelligence in the Framework of the Syrian War](https://www.genocideprevention.eu/files/On_the_Use_of_Artificial_Intelligence_in_the_framework_of_the_Syrian_War.pdf) | Budapest Centre for Mass Atrocities Prevention, July 2021
* [Privacy and Data Protection Risks in Large Language Models](https://rm.coe.int/privacy-and-data-protection-risks-in-large-language-models-llms-v1-0/1680b631dd) | Consultative Committee of the Convention for the Protection of Individuals with Regard to Automatic Processing of Personal Data, Convention 108, June 17, 2025
* [Recommendation CM/Rec-2020-1 of the Committee of Ministers to member States on the human rights impacts of algorithmic systems](https://search.coe.int/cm?i=09000016809e1154) | Adopted by the Committee of Ministers on 8 April 2020 at the 1373rd meeting of the Ministers’ Deputies
* [The Framework Convention on Artificial Intelligence](https://www.coe.int/en/web/artificial-intelligence/the-framework-convention-on-artificial-intelligence)
* [Explanatory Report to the Council of Europe Framework Convention on Artificial Intelligence and Human Rights, Democracy and the Rule of Law](https://rm.coe.int/1680afae67)
#### European Commission and Parliament
* [AI Act: Commission issues draft guidance and reporting template on serious AI incidents, and seeks stakeholders' feedback](https://digital-strategy.ec.europa.eu/en/consultations/ai-act-commission-issues-draft-guidance-and-reporting-template-serious-ai-incidents-and-seeks)
* [AI-driven Innovation in Medical Imaging: Focus on Lung Cancer and Cardiovascular Diseases](https://publications.jrc.ec.europa.eu/repository/bitstream/JRC142224/JRC142224_01.pdf)
* [Assessment List for Trustworthy Artificial Intelligence for self-assessment - Shaping Europe’s digital future - European Commission](https://ec.europa.eu/digital-single-market/en/news/assessment-list-trustworthy-artificial-intelligence-altai-self-assessment) | (ALTAI)
* [Addressing AI risks in the workplace: Workers and algorithms](https://tinyurl.com/38sxrjtk) | European Parliament
* [Artificial Intelligence and Civil Liability: A European Perspective](https://www.europarl.europa.eu/RegData/etudes/STUD/2025/776426/IUST_STU%282025%29776426_EN.pdf) | European Parliament, Policy Department for Justice, Civil Liberties and Institutional Affairs, Directorate-General for Citizens' Rights, Justice and Institutional Affairs, July 2025
* [Artificial intelligence and human rights: Using AI as a weapon of repression and its impact on human rights](https://www.europarl.europa.eu/RegData/etudes/IDAN/2024/754450/EXPO_IDA%282024%29754450_EN.pdf) | H. Akin Ünver, May 2024
* [Civil liability regime for artificial intelligence](https://www.europarl.europa.eu/doceo/document/TA-9-2020-0276_EN.pdf)
* European Commission
* [Analysis of the preliminary AI standardisation work plan in support of the AI Act](https://publications.jrc.ec.europa.eu/repository/handle/JRC132833)
* [A Framework to Categorise Modified General-Purpose AI Models as New Models Based on Behavioural Changes](https://publications.jrc.ec.europa.eu/repository/bitstream/JRC143257/JRC143257_01.pdf)
* [Communication from the Commission, Artificial Intelligence for Europe](https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=COM%3A2018%3A237%3AFIN) | (4/25/2018)
* [Data Protection Certification Mechanisms: Study on Articles 42 and 43 of the Regulation 2016/679](https://commission.europa.eu/publications/study-data-protection-certification-mechanisms_en?prefLang=lv) | (EU)
* [Data quality and artificial intelligence - mitigating bias and error to protect fundamental rights](https://fra.europa.eu/sites/default/files/fra_uploads/fra-2019-data-quality-and-ai_en.pdf) | European Union Agency for Fundamental Rights
* [Data Union Strategy: Unlocking Data for AI](https://ec.europa.eu/newsroom/dae/redirection/document/121745)
* [Ethical guidelines on the use of artificial intelligence and data in teaching and learning for Educators](https://school-education.ec.europa.eu/system/files/2023-12/ethical_guidelines_on_the_use_of_artificial_intelligence-nc0722649enn_0.pdf)
* [Ethics By Design and Ethics of Use Approaches for Artificial Intelligence](https://ec.europa.eu/info/funding-tenders/opportunities/docs/2021-2027/horizon/guidance/ethics-by-design-and-ethics-of-use-approaches-for-artificial-intelligence_he_en.pdf) | Version 1.0, November 25, 2021
* [Ethics Guidelines for Trustworthy AI](https://www.aepd.es/sites/default/files/2019-12/ai-ethics-guidelines.pdf) | European Commission Independent High-Level Expert Group on Artificial Intelligence, April 8, 2019
* [European approach to artificial intelligence](https://digital-strategy.ec.europa.eu/en/policies/european-approach-artificial-intelligence)
* [First Draft of the General-Purpose AI Code of Practice published, written by independent experts](https://ec.europa.eu/newsroom/dae/redirection/document/109946)
* [A Framework to Categorise Modified General-Purpose AI Models as New Models Based on Behavioural Changes](https://publications.jrc.ec.europa.eu/repository/bitstream/JRC143257/JRC143257_01.pdf)
* [Generative AI and the EUDPR. Orientations for ensuring data protection compliance when using Generative AI systems. Version 2](https://www.edps.europa.eu/system/files/2025-10/25-10_28_revised_genai_orientations_en.pdf) | European Data Protection Supervisor, October 28, 2025
* [Hiroshima Process International Guiding Principles for Advanced AI system](https://digital-strategy.ec.europa.eu/en/library/hiroshima-process-international-guiding-principles-advanced-ai-system)
* [Ethics Guidelines for Trustworthy AI](https://www.europarl.europa.eu/cmsdata/196377/AI%20HLEG_Ethics%20Guidelines%20for%20Trustworthy%20AI.pdf) | Independent High-Level Expert Group on Artificial Intelligence
* [Living Guidelines on the Responsible Use of Generative AI in Research](https://research-and-innovation.ec.europa.eu/document/download/2b6cf7e5-36ac-41cb-aab5-0d32050143dc_en?filename=ec_rtd_ai-guidelines.pdf) | (ERA Forum Stakeholders' document, First Version, March 2024)
* [Living repository to foster learning and exchange on AI literacy](https://digital-strategy.ec.europa.eu/en/library/living-repository-foster-learning-and-exchange-ai-literacy)
* [Living Repository of AI Literacy Practices](https://ec.europa.eu/newsroom/dae/redirection/document/112203) | v. 31.01.2025
* [Policy and Investment Recommendations for Trustworthy AI](https://www.europarl.europa.eu/cmsdata/196378/AI%20HLEG_Policy%20and%20Investment%20Recommendations.pdf) | Independent High-Level Expert Group on Artificial Intelligence
* [Procurement of AI Updated EU AI model contractual clauses](https://public-buyers-community.ec.europa.eu/communities/procurement-ai/resources/updated-eu-ai-model-contractual-clauses)
* [Work in the Digital Era: How Technology is Transforming Work and Occupations](https://publications.jrc.ec.europa.eu/repository/bitstream/JRC141451/JRC141451_01.pdf) | September 11, 2025
* [Proposal for a directive on adapting non-contractual civil liability rules to artificial intelligence: Complementary impact assessment](https://tinyurl.com/3yvcp8pa)
* [Proposal for a Regulation laying down harmonised rules on artificial intelligence](https://digital-strategy.ec.europa.eu/en/library/proposal-regulation-laying-down-harmonised-rules-artificial-intelligence-artificial-intelligence) | (Artificial Intelligence Act)
* [Amendments adopted by the European Parliament on 14 June 2023 on the proposal for a regulation of the European Parliament and of the Council on laying down harmonised rules on artificial intelligence and amending certain Union legislative acts](https://www.europarl.europa.eu/doceo/document/TA-9-2023-0236_EN.html) | (Artificial Intelligence Act)
* [The Digital Services Act package](https://digital-strategy.ec.europa.eu/en/policies/digital-services-act-package) | (EU Digital Services Act and Digital Markets Act)
* [The impact of the General Data Protection Regulation on artificial intelligence](https://tinyurl.com/ynf3m8zf) | (GDPR), European Parliament
* [Roadmap for lawful and effective access to data for law enforcement](https://data.consilium.europa.eu/doc/document/ST-10806-2025-INIT/en/pdf) | June 24, 2025
#### European Council
* [Artificial intelligence act: Council and Parliament strike a deal on the first rules for AI in the world](https://www.consilium.europa.eu/en/press/press-releases/2023/12/09/artificial-intelligence-act-council-and-parliament-strike-a-deal-on-the-first-worldwide-rules-for-ai/)
* [Council Conclusions on the Use of Artificial Intelligence in the Field of Justice](https://data.consilium.europa.eu/doc/document/ST-16933-2024-INIT/en/pdf) | December 16, 2024
#### European Data Protection Authorities
* [AI Auditing documents](https://www.edpb.europa.eu/our-work-tools/our-documents/support-pool-expert-projects/ai-auditing_en) | European Data Protection Board (EDPB)
* [Artificial Intelligence and Algorithms in Risk Assessment: Addressing Bias, Discrimination and other Legal and Ethical Issues](https://www.ela.europa.eu/sites/default/files/2023-08/ELA-Handbook-AI-training.pdf) | European Labour Authority (ELA)
* [Data Protection Authority of Belgium General Secretariat, Artificial Intelligence Systems and the GDPR: A Data Protection Perspective](https://www.autoriteprotectiondonnees.be/publications/artificial-intelligence-systems-and-the-gdpr---a-data-protection-perspective.pdf)
* [First EDPS Orientations for EUIs using Generative AI](https://www.edps.europa.eu/data-protection/our-work/publications/guidelines/2024-06-03-first-edps-orientations-euis-using-generative-ai_en) | European Data Protection Supervisor
* [Generative AI and the EUDPR. First EDPS Orientations for ensuring data protection compliance when using Generative AI systems](https://www.edps.europa.eu/system/files/2024-06/24-06-03_genai_orientations_en.pdf) | European Data Protection Supervisor, June 3, 2024
* [Opinion 28/2024 on certain data protection aspects related to the processing of personal data in the context of AI models](https://www.edpb.europa.eu/system/files/2024-12/edpb_opinion_202428_ai-models_en.pdf) | European Data Protection Board (EDPB)
* [Training curriculum on AI and data protection: Fundamentals of Secure AI Systems with Personal Data](https://www.edpb.europa.eu/system/files/2025-06/spe-training-on-ai-and-data-protection-technical_en.pdf)
#### European Union entities (various)
* [Analysis of EU AI Office stakeholder consultations: defining AI systems and prohibited applications](https://ec.europa.eu/newsroom/dae/redirection/document/115454) | Centre for European Policy Studies, May 2025
* [Multi-Stakeholder Consultation for Commission Guidelines on the Application of the Definition of an AI System and the Prohibited AI Practices Established in the AI Act](https://ec.europa.eu/newsroom/dae/redirection/document/115453)
* [The changing DNA of serious and organised crime](https://www.europol.europa.eu/cms/sites/default/files/documents/EU-SOCTA-2025.pdf) | Europol 2025
* [Guiding Principles for Automated Decision-Making in the EU](https://www.europeanlawinstitute.eu/fileadmin/user_upload/p_eli/Publications/ELI_Innovation_Paper_on_Guiding_Principles_for_ADM_in_the_EU.pdf) | European Law Institute (ELI), 2022
* [Trustworthiness for AI in Defence: Developing Responsible, Ethical, and Trustworthy AI Systems for European Defence](https://eda.europa.eu/docs/default-source/brochures/taid-white-paper-final-09052025.pdf) | European Defence Agency, May 9, 2025
#### OECD
* [AI, data governance and privacy: Synergies and areas of international co-operation](https://www.oecd.org/en/publications/ai-data-governance-and-privacy_2476b1a4-en.html) | June 26, 2024
* [Algorithm Impact Assessment Toolkit](https://oecd.ai/en/catalogue/tools/algorithm-impact-assessment-toolkit)
* [OECD.AI Catalogue of Tools & Metrics for Trustworthy AI, Anekanta AI, Responsible AI Governance Framework for boards](https://oecd.ai/en/catalogue/tools/responsible-ai-governance-framework-for-boards)
* [OECD Artificial Intelligence Papers](https://www.oecd-ilibrary.org/science-and-technology/oecd-artificial-intelligence-papers_dee339a8-en)
* [No. 1, September 18, 2023, Initial policy considerations for generative artificial intelligence](https://www.oecd-ilibrary.org/deliver/fae2d1e6-en.pdf?itemId=%2Fcontent%2Fpaper%2Ffae2d1e6-en&mimeType=pdf)
* [No. 2, October 17, 2023, Emerging trends in AI skill demand across 14 OECD countries](https://www.oecd-ilibrary.org/deliver/7c691b9a-en.pdf?itemId=%2Fcontent%2Fpaper%2F7c691b9a-en&mimeType=pdf)
* [No. 3, October 27, 2023, The state of implementation of the OECD AI Principles four years on](https://www.oecd-ilibrary.org/deliver/835641c9-en.pdf?itemId=%2Fcontent%2Fpaper%2F835641c9-en&mimeType=pdf)
* [No. 4, October 27, 2023, Stocktaking for the development of an AI incident definition](https://www.oecd-ilibrary.org/deliver/c323ac71-en.pdf?itemId=%2Fcontent%2Fpaper%2Fc323ac71-en&mimeType=pdf)
* [No. 5, November 7, 2023, Common guideposts to promote interoperability in AI risk management](https://www.oecd-ilibrary.org/deliver/ba602d18-en.pdf?itemId=%2Fcontent%2Fpaper%2Fba602d18-en&mimeType=pdf)
* [No. 6, November 13, 2023, What technologies are at the core of AI?](https://www.oecd-ilibrary.org/deliver/32406765-en.pdf?itemId=%2Fcontent%2Fpaper%2F32406765-en&mimeType=pdf)
* [No. 7, November 24, 2023, Using AI to support people with disability in the labour market](https://www.oecd-ilibrary.org/deliver/008b32b7-en.pdf?itemId=%2Fcontent%2Fpaper%2F008b32b7-en&mimeType=pdf)
* [No. 8, March 5, 2024, Explanatory memorandum on the updated OECD definition of an AI system](https://www.oecd-ilibrary.org/deliver/623da898-en.pdf?itemId=%2Fcontent%2Fpaper%2F623da898-en&mimeType=pdf)
* [No. 9, December 15, 2023, Generative artificial intelligence in finance](https://www.oecd-ilibrary.org/deliver/ac7149cc-en.pdf?itemId=%2Fcontent%2Fpaper%2Fac7149cc-en&mimeType=pdf)
* [No. 10, January 19, 2024, Collective action for responsible AI in health](https://www.oecd-ilibrary.org/deliver/f2050177-en.pdf?itemId=%2Fcontent%2Fpaper%2Ff2050177-en&mimeType=pdf)
* [No. 11, March 15, 2024, Using AI in the workplace](https://www.oecd-ilibrary.org/deliver/73d417f9-en.pdf?itemId=%2Fcontent%2Fpaper%2F73d417f9-en&mimeType=pdf)
* [No. 12, March 22, 2024, Generative AI for anti-corruption and integrity in government](https://www.oecd-ilibrary.org/deliver/657a185a-en.pdf?itemId=%2Fcontent%2Fpaper%2F657a185a-en&mimeType=pdf)
* [No. 13, April 10, 2024, Artificial intelligence and wage inequality](https://www.oecd-ilibrary.org/deliver/bf98a45c-en.pdf?itemId=%2Fcontent%2Fpaper%2Fbf98a45c-en&mimeType=pdf)
* [No. 14, April 10, 2024, Artificial intelligence and the changing demand for skills in the labour market](https://www.oecd-ilibrary.org/deliver/88684e36-en.pdf?itemId=%2Fcontent%2Fpaper%2F88684e36-en&mimeType=pdf)
* [No. 15, April 16, 2024, The impact of Artificial Intelligence on productivity, distribution and growth](https://www.oecd-ilibrary.org/deliver/8d900037-en.pdf?itemId=%2Fcontent%2Fpaper%2F8d900037-en&mimeType=pdf)
* [No. 16, May 6, 2024, Defining AI incidents and related terms](https://www.oecd-ilibrary.org/deliver/d1a8d965-en.pdf?itemId=%2Fcontent%2Fpaper%2Fd1a8d965-en&mimeType=pdf)
* [No. 17, May 30, 2024, Artificial intelligence and the changing demand for skills in Canada](https://www.oecd-ilibrary.org/deliver/1b20cdb6-en.pdf?itemId=%2Fcontent%2Fpaper%2F1b20cdb6-en&mimeType=pdf)
* [No. 18, May 24, 2024, Artificial intelligence, data and competition](https://www.oecd-ilibrary.org/deliver/e7e88884-en.pdf?itemId=%2Fcontent%2Fpaper%2Fe7e88884-en&mimeType=pdf)
* [No. 19, June 13, 2024, A new dawn for public employment services](https://www.oecd-ilibrary.org/deliver/5dc3eb8e-en.pdf?itemId=%2Fcontent%2Fpaper%2F5dc3eb8e-en&mimeType=pdf)
* [No. 20, June 13, 2024, Governing with Artificial Intelligence](https://www.oecd-ilibrary.org/deliver/26324bc2-en.pdf?itemId=%2Fcontent%2Fpaper%2F26324bc2-en&mimeType=pdf)
* [No. 21, June 24, 2024, Using AI to manage minimum income benefits and unemployment assistance](https://www.oecd-ilibrary.org/deliver/718c93a1-en.pdf?itemId=%2Fcontent%2Fpaper%2F718c93a1-en&mimeType=pdf)
* [No. 22, June 26, 2024, AI, data governance and privacy](https://www.oecd-ilibrary.org/deliver/2476b1a4-en.pdf?itemId=%2Fcontent%2Fpaper%2F2476b1a4-en&mimeType=pdf)
* [No. 23, August 14, 2024, The potential impact of Artificial Intelligence on equity and inclusion in education](https://www.oecd-ilibrary.org/deliver/15df715b-en.pdf?itemId=%2Fcontent%2Fpaper%2F15df715b-en&mimeType=pdf)
* [No. 24, September 5, 2024, Regulatory approaches to Artificial Intelligence in finance](https://www.oecd-ilibrary.org/deliver/f1498c02-en.pdf?itemId=%2Fcontent%2Fpaper%2Ff1498c02-en&mimeType=pdf)
* [No. 25, September 5, 2024, Measuring the demand for AI skills in the United Kingdom](https://www.oecd-ilibrary.org/deliver/1d6474ef-en.pdf?itemId=%2Fcontent%2Fpaper%2F1d6474ef-en&mimeType=pdf)
* [No. 26, October 31, 2024, Who will be the workers most affected by AI?](https://www.oecd-ilibrary.org/deliver/14dc6f89-en.pdf?itemId=%2Fcontent%2Fpaper%2F14dc6f89-en&mimeType=pdf)
* [No. 27, November 14, 2024, Assessing potential future artificial intelligence risks, benefits and policy imperatives](https://www.oecd-ilibrary.org/deliver/3f4e3dfb-en.pdf?itemId=%2Fcontent%2Fpaper%2F3f4e3dfb-en&mimeType=pdf)
* [No. 28, November 20, 2024, Artificial Intelligence and the health workforce](https://www.oecd-ilibrary.org/deliver/9a31d8af-en.pdf?itemId=%2Fcontent%2Fpaper%2F9a31d8af-en&mimeType=pdf)
* [No. 29, November 22, 2024, Miracle or Myth? Assessing the macroeconomic productivity gains from Artificial Intelligence](https://www.oecd-ilibrary.org/deliver/b524a072-en.pdf?itemId=%2Fcontent%2Fpaper%2Fb524a072-en&mimeType=pdf)
* [No. 30, December 12, 2024, A Sectoral Taxonomy of AI Intensity](https://www.oecd.org/content/dam/oecd/en/publications/reports/2024/12/a-sectoral-taxonomy-of-ai-intensity_c2baae71/1f6377b5-en.pdf)
* [No. 31, February 6, 2025, Algorithmic Management in the Workplace: New Evidence from an OECD Employer Survey](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/02/algorithmic-management-in-the-workplace_3c84ed6d/287c13c4-en.pdf)
* [No. 32, February 7, 2025, Steering AI's Future: Strategies for Anticipatory Governance](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/02/steering-ai-s-future_70e4a856/5480ff0a-en.pdf)
* [No. 33, February 9, 2025, Intellectual Property Issues in Artificial Intelligence Trained on Scraped Data](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/02/intellectual-property-issues-in-artificial-intelligence-trained-on-scraped-data_a07f010b/d5241a23-en.pdf)
* [No. 34, February 28, 2025, Towards a Common Reporting Framework for AI Incidents](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/02/towards-a-common-reporting-framework-for-ai-incidents_8c488fdb/f326d4ac-en.pdf)
* [No. 35, February 28, 2025, AI Skills and Capabilities in Canada](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/02/ai-skills-and-capabilities-in-canada_09294563/87f76682-en.pdf)
* [No. 36, May 28, 2025, Digital and AI skills in health occupations: What do we know about new demand?](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/05/digital-and-ai-skills-in-health-occupations_f428e5a9/5fbd42ab-en.pdf)
* [No. 37, June 17, 2025, Sharing trustworthy AI models with privacy-enhancing technologies](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/sharing-trustworthy-ai-models-with-privacy-enhancing-technologies_5df6fd05/a266160b-en.pdf)
* [No. 38, June 17, 2025, Developments in Artificial Intelligence markets: New indicators based on model characteristics, prices and providers](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/developments-in-artificial-intelligence-markets-new-indicators-based-on-model-characteristics-prices-and-providers_75e50b2a/9302bf46-en.pdf)
* [No. 39, June 20, 2025, The effects of generative AI on productivity, innovation and entrepreneurship](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/the-effects-of-generative-ai-on-productivity-innovation-and-entrepreneurship_da1d085d/b21df222-en.pdf)
* [No. 40, June 27, 2025, Is generative AI a General Purpose Technology? Implications for productivity and policy](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/is-generative-ai-a-general-purpose-technology_6c76e7b2/704e2d12-en.pdf)
* [No. 41, June 30, 2025, Macroeconomic productivity gains from Artificial Intelligence in G7 economies](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/macroeconomic-productivity-gains-from-artificial-intelligence-in-g7-economies_dcf91c3e/a5319ab5-en.pdf)
* [No. 42, June 30, 2025, AI and the future of social protection in OECD countries](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/06/ai-and-the-future-of-social-protection-in-oecd-countries_038f49ed/7b245f7e-en.pdf)
* [No. 43, July 31, 2025, Exploring win-win outcomes of algorithmic management: Lessons from a laboratory experiment on worker consultation](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/07/exploring-win-win-outcomes-of-algorithmic-management_88216705/84b59397-en.pdf)
* [No. 44, August 14, 2025, AI openness: A primer for policymakers](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/08/ai-openness_958d292b/02f73362-en.pdf)
* [No. 45, September 25, 2025, Leveraging artificial intelligence to support students with special education needs](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/09/leveraging-artificial-intelligence-to-support-students-with-special-education-needs_ebc80fc8/1e3dffa9-en.pdf)
* [No. 46, September 25, 2025, How are AI developers managing risks? Insights from responses to the reporting framework of the Hiroshima AI Process Code of Conduct](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/09/how-are-ai-developers-managing-risks_fbaeb3ad/658c2ad6-en.pdf)
* [No. 47, September 26, 2025, Advancing the measurement of investments in artificial intelligence](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/09/advancing-the-measurement-of-investments-in-artificial-intelligence_7f58ff65/13e0da2f-en.pdf)
* [No. 48, October 3, 2025, Mapping relevant data collection mechanisms for AI training](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/10/mapping-relevant-data-collection-mechanisms-for-ai-training_62921889/3264cd4c-en.pdf)
* [No. 49, October 29, 2025, Measuring domestic public cloud compute availability for artificial intelligence](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/10/measuring-domestic-public-cloud-compute-availability-for-artificial-intelligence_39fa6b0e/8602a322-en.pdf)
* [No. 50, December 1, 2025, Artificial intelligence in Asia's financial sector: A review of country policies](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/12/artificial-intelligence-in-asia-s-financial-sector_b8532d0b/3385bbd8-en.pdf)
* [No. 51, December 8, 2025, AI and the global productivity divide: Fuel for the fast or a lift for the laggards?](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/12/ai-and-the-global-productivity-divide_f47026c5/c315ea90-en.pdf)
* [No. 52, December 11, 2025, AI adoption in the education system: International insights and policy considerations for Italy](https://www.oecd.org/content/dam/oecd/en/publications/reports/2025/12/ai-adoption-in-the-education-system_43251cf0/69bd0a4a-en.pdf)
* [No. 53, January 27, 2026, Supervision of artificial intelligence in finance: Challenges, policies and practices](https://www.oecd.org/content/dam/oecd/en/publications/reports/2026/01/supervision-of-artificial-intelligence-in-finance_1295e5e2/92743dc1-en.pdf)
* [No. 54, February 3, 2026, Exploring possible AI trajectories through 2030](https://www.oecd.org/content/dam/oecd/en/publications/reports/2026/02/exploring-possible-ai-trajectories-through-2030_b6fb75d9/cb41117a-en.pdf)
* [No. 55, February 10, 2026, Trends in AI incidents and hazards reported by the media](https://www.oecd.org/content/dam/oecd/en/publications/reports/2026/02/trends-in-ai-incidents-and-hazards-reported-by-the-media_7c824ca9/4f5ff43c-en.pdf)
* [No. 56, February 13, 2026, The agentic AI landscape and its conceptual foundations](https://www.oecd.org/content/dam/oecd/en/publications/reports/2026/02/the-agentic-ai-landscape-and-its-conceptual-foundations_a9d4b451/396cf758-en.pdf)
* [OECD-Bericht zu Künstlicher Intelligenz in Deutschland](https://www.ki-strategie-deutschland.de/files/downloads/OECD-Bericht_K%C3%BCnstlicher_Intelligenz_in_Deutschland.pdf)
* [OECD Digital Economy Papers, No. 341, November 2022, Measuring the Environmental Impacts of Artificial Intelligence Computer and Applications: The AI Footprint](https://www.oecd.org/content/dam/oecd/en/publications/reports/2022/11/measuring-the-environmental-impacts-of-artificial-intelligence-compute-and-applications_3dddded5/7babf571-en.pdf)
* [OECD Legal Instruments, Recommendation of the Council on Artificial Intelligence, adopted May 22, 2019, amended May 3, 2024](https://legalinstruments.oecd.org/en/instruments/OECD-LEGAL-0449)
* [Open, Useful and Re-usable data Index: 2019](https://www.oecd.org/content/dam/oecd/en/publications/reports/2020/03/open-useful-and-re-usable-data-ourdata-index-2019_4c070c33/45f6de2d-en.pdf) | (OURdata)
* [Measuring the environmental impacts of artificial intelligence compute and applications](https://www.oecd.org/en/publications/measuring-the-environmental-impacts-of-artificial-intelligence-compute-and-applications_7babf571-en.html)
* [The Bias Assessment Metrics and Measures Repository](https://oecd.ai/en/catalogue/tools/the-bias-assessment-metrics-and-measures-repository)
#### OSCE
* [#SAIFE Resource Hub: Spotlight on Artificial Intelligence and Freedom of Expression](https://www.osce.org/saife/index.html)
* [Artificial Intelligence and Disinformation: State-Aligned Information Operations and the Distortion of the Public Sphere](https://www.osce.org/files/f/documents/e/b/522166.pdf) | July 2022
* [Spotlight on Artificial Intelligence and Freedom of Expression: A Policy Manual](https://www.osce.org/files/f/documents/8/f/510332_1.pdf)
#### NATO
* [AI in Precision Persuasion. Unveiling Tactics and Risks on Social Media](https://stratcomcoe.org/publications/ai-in-precision-persuasion-unveiling-tactics-and-risks-on-social-media/309)
* [Narrative Detection and Topic Modelling in the Baltics](https://stratcomcoe.org/publications/narrative-detection-and-topic-modelling-in-the-baltics/303)
* ["NATO-Mation": Strategies for Leading in the Age of Artificial Intelligence](https://www.ulib.sk/files/english/nato-library/collections/monographs/ndc-research-paper/ndc_rp_15.pdf), NDC Research Paper No. 15, December 2020
* [Summary of the NATO Artificial Intelligence Strategy](https://www.nato.int/cps/en/natohq/official_texts_187617.htm) | October 22, 2021
* [An Artificial Intelligence Strategy for NATO](https://www.nato.int/docu/review/articles/2021/10/25/an-artificial-intelligence-strategy-for-nato/index.html) | October 25, 2021
* [Summary of NATO's revised Artificial Intelligence strategy](https://www.nato.int/cps/en/natohq/official_texts_227237.htm) | July 10, 2024
* [Virtual Manipulation Brief 2025: From War and Fear to Confusion and Uncertainty](https://stratcomcoe.org/publications/download/VMB-Final-5aa5d.pdf) | NATO Strategic Communications Centre of Excellence, June 2, 2025
#### Indigenous and Tribal Governments and Nations
* [Report of the Artificial Intelligence, Data Sovereignty, and Cybersecurity Task Force](https://www.cherokee.org/media/0ipldvul/task-force-report-on-ai-data-sovereignty-cybersecurity.pdf) | Cherokee Nation, 2025
#### United Nations
* [A Framework for Ethical AI at the United Nations, March 15, 2021](https://unite.un.org/sites/unite.un.org/files/unite_paper_-_ethical_ai_at_the_un.pdf) | Office for Information and Communications Technology
* [A matter of choice: People and possibilities in the age of AI](https://hdr.undp.org/system/files/documents/global-report-document/hdr2025reporten.pdf) | UNDP Human Development Report 2025
* [Casinos, cyber fraud, and trafficking in persons for forced criminality in Southeast Asia](https://www.unodc.org/roseap/uploads/documents/Publications/2023/TiP_for_FC_Policy_Report.pdf) | United Nations Office on Drugs and Crime (UNODC), September 2023
* [Governing AI for Humanity, Final Report](https://digitallibrary.un.org/record/4062495/files/1416782-EN.pdf?ln=en) | September 2024
* [High-Level Advisory Body on Artificial Intelligence](https://www.un.org/techenvoy/ai-advisory-body) | Office of the Secretary-General's Envoy on Technology
* [Office of the United Nations High Commissioner for Human Rights](https://www.ohchr.org/sites/default/files/documents/issues/business/b-tech/taxonomy-GenAI-Human-Rights-Harms.pdf)
* UNESCO
* [AI and education: guidance for policy-makers](https://unesdoc.unesco.org/ark:/48223/pf0000376709)
* [AI and the future of education: disruptions, dilemmas and directions](https://unesdoc.unesco.org/ark:/48223/pf0000395236/PDF/395236eng.pdf.multi) | September 2025
* [Artificial Intelligence: examples of ethical dilemmas](https://www.unesco.org/en/artificial-intelligence/recommendation-ethics/cases)
* [Caribbean Artificial Intelligence Policy Roadmap](https://unesdoc.unesco.org/ark:/48223/pf0000391996/PDF/391996eng.pdf.multi)
* [Consultation paper on AI regulation: emerging approaches across the world](https://unesdoc.unesco.org/ark:/48223/pf0000390979)
* [Global AI Ethics and Governance Observatory](https://www.unesco.org/ethics-ai/en)
* [Pathways on capacity building for AI supervisory authorities: insights and recommendations from the 1st UNESCO expert roundtable on AI supervision](https://unesdoc.unesco.org/ark:/48223/pf0000396637) | UNESCO and Dutch Authority for Digital Infrastructure, 2025
* [Readiness assessment methodology: a tool of the Recommendation on the
gitextract_usxr0vhk/ ├── .github/ │ └── FUNDING.yml ├── LICENSE ├── README.md ├── archive/ │ ├── README_04_2025.md.bak │ └── README_2023_09.md.bak ├── code-of-conduct.md ├── contributing.md └── library.md
Condensed preview — 8 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (719K chars).
[
{
"path": ".github/FUNDING.yml",
"chars": 71,
"preview": "# These are supported funding model platforms\n\ngithub: HALLRESEARCH-AI\n"
},
{
"path": "LICENSE",
"chars": 7049,
"preview": "Creative Commons Legal Code\n\nCC0 1.0 Universal\n\n CREATIVE COMMONS CORPORATION IS NOT A LAW FIRM AND DOES NOT PROVIDE\n"
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"chars": 352617,
"preview": "# Awesome Machine Learning Interpretability [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85"
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"chars": 263623,
"preview": "# Awesome Machine Learning Interpretability [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85"
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"chars": 81271,
"preview": "# awesome-machine-learning-*interpretability* [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa"
},
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"path": "code-of-conduct.md",
"chars": 3254,
"preview": "# Contributor Covenant Code of Conduct\n\n## Our Pledge\n\nIn the interest of fostering an open and welcoming environment, w"
},
{
"path": "contributing.md",
"chars": 2026,
"preview": "# Contribution Guidelines\n\nPlease note that this project is released with a [Contributor Code of Conduct](code-of-conduc"
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"chars": 2675,
"preview": "### Scholarly Literature on Responsible AI\n\n* [50 Years of Test (Un)fairness: Lessons for Machine Learning](https://arxi"
}
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About this extraction
This page contains the full source code of the jphall663/awesome-machine-learning-interpretability GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 8 files (695.9 KB), approximately 188.9k tokens. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.