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From Crisis to Renewal: Addressing AI’s Impact on Our Information Ecosystem
Berlin: Interface – Tech Analysis and Policy Ideas for Europe (2026), 18 pp.
"As AI summaries summarise information directly within search results, they can significantly reduce traffic to news publishers. Evidence suggests users are less likely to click through to original sources when AIOs are present on Google, threatening the financial viability of journalism. These impa
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Relational Futures: Indigenous Sovereignty and the Governance of Artificial Intelligence (AI)
Macquarie University (2026), 30 pp.
"Artificial intelligence must be governed as a relational and institutional force, not simply a technical system. Effective policy requires Indigenous leadership, enforceable standards, and a commitment to sovereignty, accountability, and community wellbeing. Failure to act risks embedding inequalit
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"An overwhelming majority of news websites in Brazil have either no AI-scraping policy at all or a very permissive approach. As of November 2025, only 7.2% of Brazilian news websites disallow at least one AI crawler through the use of a robots.txt file, even though most news sites (75%) have a robot
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Künstliche Intelligenz im medialen Diskurs: Wird soziale Gerechtigkeit ausgeblendet?
Frankfurt am Main: Otto Brenner Stiftung (2025), 84 pp.
[.] Auf Basis von über 2.000 Artikeln aus neun reichweitenstarken Print- und Onlinemedien untersuchen die Autor*innen, welche Themen in der Berichterstattung über KI gesetzt, wie Bezüge zu Fragen sozialer Gerechtigkeit hergestellt werden, welche narrativen Muster sich zeigen und welche Akteur*inn
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"In this Toolkit, we offer introductory information and concrete recommendations on how to mitigate the risk of discrimination in algorithmic hiring systems within organisations. This Toolkit addresses HR professionals and recruiting agencies and intends to help them gain a better understanding of w
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Generative AI & Journalism: Content, Journalistic Perceptions, and Audience Experiences
Melbourne: RMIT University (2025), 39 pp.
"This report brings together six discrete research and engagement activities over a three-year period (2022-24), drawing on fieldwork in seven countries (Australia, Germany, USA, UK, Norway, Switzerland, and France), and focuses on AI in journalism within three broad domains: AI-generated content in
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"Il mito di Ulisse ci insegna che la ricerca umana di senso è guidata dall’intelligenza, nelle sue due declinazioni: νοῦς e μῆτις, intuizione e pratica. Dalla sinergia di queste facoltà sono nate le grandi invenzioni che segnano la nostra specie, a partire dalla «grande invenzione de
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Intelligence artificielle et robotique autonome: Enjeux et défis contemporains dans l’espace francophone
Paris: L'Harmattan (2025), 358 pp.
"Cet ouvrage propose une analyse nuancée des transformations induites par l'IA et la robotique autonome dans l'espace francophone. Il insiste sur son potentiel à façonner durablement les sociétés contemporaines. S'appuyant sur des exemples concrets et des études de cas, l'ouvrage fournit un ca
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State of Internet Freedom in Africa 2025: Navigating the Implications of AI on Digital Democracy in Africa
CIPESA (2025), 74 pp.
"While AI offers potential benefits across various sectors, its deployment by businesses and governments and application by individuals present new opportunities while raising significant concerns. More specifically, most African countries do not have legal or regulatory measures on the ethical and
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Rethinking Open Source in the Age of Foundational AI Models
Deep Insights
ICTworks, July 29 (2025)
"As the global artificial intelligence community wrestles with the tension between scale and accessibility, recent work by researchers at Lelapa AI offers a compelling example of what inclusive, efficient AI can look like. Around the world, the push to shrink massive language models into deployable,
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Developing an Artificial Intelligence Maturity Assessment Framework for South Africa. First Annual AI Maturity Assessment 2025
Bonn; Eschborn: Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ); FAIR Forward – Artificial Intelligence for All; University of the Western Cape (UWC) (2025), 107 pp.
"The South African AI MAF serves as a foundational tool for guiding the country’s progress towards AI maturity and is tailored to the country’s unique socioeconomic, cultural, and technological realities. It furthermore aligns with broader continental ambitions (i.e. African Union’s 2024 Conti
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Companion Document: The Guidelines for the Governance of Digital Platforms and Generative Artificial Intelligence
Paris: UNESCO (2025), 34 pp.
"The Guidelines for the Governance of Digital Platforms outline a set of responsibilities, duties, and recommendations relevant to the governance of generative AI. These include fostering an enabling environment for freedom of expression and access to information; establishing independent governance
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"[...] Just as AI technologies are disrupting the business model of the Internet, they will also have a significant impact on the financial sustainability of the news media. The ability of AI tools to generate and aggregate content and produce news-style summaries might altogether bypass the news me
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Information Ecosystems and Troubled Democracy: The State of Knowledge on News Media, AI, and Data Governance
Göteborg: Nordicom, University of Gothenburg; Observatory on Information and Democracy (2025), 305 pp.
"A critical assessment of why today’s information ecosystems are troubling for democracy, this book, based on research in the Global North and Global Majority World, examines changes in news media, artificial intelligence, and data governance. It focuses on measures to improve the quality of publi
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Practical Machine Learning: A Beginner's Guide with Ethical Insights
Boca Raton: CRC Press; Chapman & Hall (2025), xii, 214 pp.
"The book provides an accessible, comprehensive introduction for beginners to machine learning, equipping them with the fundamental skills and techniques essential for this field. It enables beginners to construct practical, real-world solutions powered by machine learning across diverse application
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AI With Purpose: How Foundations and Nonprofits are Thinking About and Using Artificial Intelligence
Center for Effective Philanthropy (CEP) (2025), 39 pp.
"While AI is widely used by nonprofits and foundations alike — most often for internal productivity and communications purposes — leaders share common concerns about AI in their work. They also agree that foundations do not currently have a strong grasp of nonprofits’ AI-related needs. Perhaps
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The State of AI in Africa Report
Nairobi: Strathmore University, Centre for Intellectual Property and Information Technology Law (CIPIT) (2025), 67 pp.
"The State of AI in Africa Report 2025 offers a critical reflection on how AI ecosystems across the continent have evolved since 2023, highlighting advances in infrastructure, regulatory frameworks, capacity building, and sectoral innovation, while also surfacing enduring structural disparities. Thi
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