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Organisation

Government of the United Kingdom

Guide

Magenta Book: central government guidance on evaluation – May 2026


This guide is the 2026 update to the Magenta Book, the United Kingdom Government’s central guidance on evaluation. It provides guidance on scoping, design, conduct, use and dissemination as well as the capabilities required of government evaluators. The revised guide introduces several new and significantly expanded areas of focus to support high-quality evaluation across government.
Report

International AI safety report 2026

Malcolm Murray, Maksym Andriushchenko, Ben Bucknall, Rishi Bommasani, Stephen Casper, Tom Davidson, Raymond Douglas, David Duvenaud, Philip Fox, Usman Gohar, Rose Hadshar, Anson Ho, Tiancheng Hu, Cameron Jones, Sayash Kapoor, Atoosa Kasirzadeh, Sam Manning, Nestor Maslej, Vasilios Mavroudis, Conor McGlynn, Richard Moulange, Jessica Newman, Kwan Yee Ng, Patricia Paskov, Shalaleh Rismani, Girish Sastry, Elizabeth Seger, Scott Singer, Charlotte Stix, Lucia Velasco, Nicole Wheeler, Daron Acemoglu, Vincent Conitzer, Thomas G. Dietterich, Edward W. Felten, Fredrik Heintz, Geoffrey Hinton, Nick Jennings, Susan Leavy, Teresa Ludermir, Vidushi Marda, Helen Margetts, John McDermid, Jane Munga, Arvind Narayanan, Alondra Nelson, Clara Neppel, Sarvapali D. Ramchurn, Stuart Russell, Marietje Schaake, Bernhard Schölkopf, Alvaro Soto, Lee Tiedrich, Gaël Varoquaux, Andrew Yao, Ya‑Qin Zhang, Leandro Angelo Aguirre, Olubunmi Ajala, Fahad Albalawi, Noora AlMalek, Christian Busch, Jonathan Collas, André Carlos Ponce de Leon Ferreira de Carvalho, Amandeep Gill, Ahmet Halit Hatip, Juha Heikkilä, Chris Johnson, Gill Jolly, Ziv Katzir, Mary N. Kerema, Hiroaki Kitano, Antonio Krüger, Kyoung Mu Lee, José Ramón López Portillo, Aoife McLysaght, Olexii Molchanovskyi, Andrea Monti, Mona Nemer, Nuria Oliver, Raquel Pezoa, Audrey Plonk, Balaraman Ravindran, Hammam Riza, Crystal Rugege, Haroon Sheikh, Denise Wong, Yi Zeng, Liming Zhu, Daniel Privitera, S. Mindermann

The report provides a comprehensive review of the latest scientific research on the capabilities and risks of general-purpose artificial intelligence (AI) systems. It assesses what general-purpose AI systems can do, what risks they pose and how those risks can be managed. The report is provided with an extended summary for policymakers.
Guide

Public design evidence review


The review explores the role and value of design in the United Kingdom public sector. It brings together insights from across the public sector, design community and academia to explore how policies and services can be designed that are not only more effective, but more human. The review is comprised of a brief guide and...
Report

Microsoft 365 Copilot experiment: cross-government findings report


AI can significantly reduce time spent on government tasks. This report describes a trial of 20,000 civil servants in the United Kingdom, showing they could save nearly two weeks each annually by using the technology. It suggests AI tools have the potential to transform productivity and public service delivery at scale.
Report

International AI safety report


This report brings together 100 experts on artificial intelligence (AI) to create a shared international understanding of risks from advanced AI and how they can be mitigated. It finds a wide range of trajectories for the future of general-purpose AI are possible, and much will depend on how societies and governments act.

Affiliated entities


AI Safety Institute (United Kingdom)
Arts and Humanities Research Council
Arts Council England
Cabinet Office (United Kingdom)
Centre for Data Ethics and Innovation
Commission for Employment and Skills (United Kingdom)
Department for Business and Trade (United Kingdom)
Department for Business, Energy and Industrial Strategy (United Kingdom)
Department for Business, Innovation and Skills (United Kingdom)
Department for Communities and Local Government (UK)
Department for Digital, Culture, Media & Sport (United Kingdom)
Department for Digital, Culture, Media and Sport (United Kingdom)
Department for Education (United Kingdom)
Department for Environment, Food and Rural Affairs (UK)
Department for Exiting the European Union (United Kingdom)
Department for International Development (United Kingdom)
Department for Levelling Up, Housing and Communities (United Kingdom)
Department for Science, Innovation and Technology (United Kingdom)
Department of Agriculture, Environment and Rural Affairs (Northern Ireland)
Department of Health and Social Care (United Kingdom)
Department of International Trade (UK)
Five Eyes intelligence partners
Food Standards Agency (United Kingdom)
Gambling Commission (UK)
Government Equalities Office (United Kingdom)
Government Office for Science (United Kingdom)
HM Revenue and Customs
HM Treasury
Home Office (United Kingdom)
House of Commons Housing, Communities and Local Government Committee
Intellectual Property Office (UK)
Law Commission of England and Wales
Ministry of Justice (United Kingdom)
National Cyber Security Centre (United Kingdom)
National Data Guardian (United Kingdom)
National Health Service (United Kingdom)
Office for National Statistics (United Kingdom)
Office of Gas and Electricity Markets (United Kingdom)
Office of the Children’s Commissioner (United Kingdom)
Ofsted
Policy Lab (United Kingdom)
Social Security Advisory Committee (United Kingdom)
Strategic Advisory Board for Intellectual Property Policy
The National Archives (UK)

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