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"Algorithms today are more complex than ever. With the rise of large language models (LLMs), they have become increasingly unexplainable and non-deterministic. Even experts often fail to understand why an algorithm yields a particular outcome. It is through the datasets used to train those algorithm
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Antiqua et Nova: Note on the Relationship Between Artificial Intelligence and Human Intelligence
Vatican City: Dicastery for the Doctrine of the Faith; Dicastery for Culture and Education (2025)
"[...] there is broad consensus that AI marks a new and significant phase in humanity’s engagement with technology, placing it at the heart of what Pope Francis has described as an “epochal change.” Its impact is felt globally and in a wide range of areas, including interpersonal relationships
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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 on a governance level. This Toolkit addresses policymakers and people working in regulatory bodies, as well as civil society organisations inte
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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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Intelligence artificielle et emploi en Afrique: Analyse des impacts de la digitalisation du travail
Paris: L'Harmattan (2025), 267 pp.
"Ce livre étudie les effets de l’intelligence artificielle (IA) et de la digitalisation sur l’emploi en Afrique, en usant d’une méthodologie à deux articulations. D’une part, l’analyse des effets directs de l’IA : destruction d’emplois traditionnels dans des secteurs-clés (agricult
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Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task
Cambridge (MA): MIT Media Lab (2025), 206 pp.
How Do You Explain ChatGPT to a Community Health Worker?
ICTworks, December 2 (2025)
"I’ve been diving deep into groundbreaking research on community health worker (CHW) perceptions of AI applications in rural India. The truth is more complex than the rosy predictions flooding our sector about artificial intelligence transforming global health. The findings expose a troubling gap
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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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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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Digitale Ethik: Eine Einführung
Tübingen: Narr Francke Attempto Verlag (2025), 585 pp.
"Die rasch voranschreitende Digitalisierung und der damit verbundene tiefgreifende Kulturwandel erfordern dringend ethische Reflexionen und mehr gesellschaftliche Gestaltung. In dieser Einführung werden wichtige Grundbegriffe und normative Leitideen geklärt. Im ersten Teil Digitale Medienethik geh
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Guidelines for the mindful and ethical use of AI
Aachen: Catholic Media Council (CAMECO) (2025), 2 pp.
Understand AI and its Tools -- Understand Algorithms -- Maintain a Critical Perspective -- Protect Your Data—And Others' Too -- Stay Informed about AI Ethics and Policy -- Use AI Thoughtfully—Not for Everything
"This briefing focuses broadly on journalistic communication about AI. We first summarize research and frameworks that address the following questions about societal AI literacy: What does the public currently know about AI, and what does the public need to know about AI? We then move on to a synthe
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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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Atlas der KI: Die materielle Wahrheit hinter den neuen Datenimperien
Bonn: Bundeszentrale für politische Bildung (bpb), Sonderausg. (2025), 336 pp.
"Ist Künstliche Intelligenz nur eine weitere Entwicklung der Digitalisierung des Alltags, eine effiziente Software in einer „Cloud“? Die KI-Forscherin Kate Crawford entlarvt diese verharmlosende Vorstellung und beleuchtet die konkreten Auswirkungen der Technologie auf die physische Welt. Ihre R
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"Artificial intelligence has the potential to improve the daily lives of Persons with Disabilities (PWDs) in Africa in practical, cumulative ways—transcribing, translating, summarizing, personalizing, and predicting to reduce routine frictions in school, work, health, mobility, and access to publi
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Hamburg Declaration on Responsible Artificial Intelligence (AI) for the Sustainable Development Goals (SDGs)
Key Guides
Hamburg: Hamburg Sustainability Conference; UNDP (2025), 7 pp.
"As global stakeholders from governments, international organizations, the private sector, academia, and civil society, we convene in Hamburg to shape a human-centric, human-rights-based, inclusive, open, sustainable, and responsible AI future. We commit to advancing AI for the SDGs, aligning with o
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AI Tools Radar
Key Guides
"AI tools Radar is designed to map and showcase innovative and impactful AI tools from around the world, with a particular focus on applications in the public sector, media, and judiciary. This platform is a global initiative born out of a collaboration between UNESCO and the International Research
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Der neue Gott: Künstliche Intelligenz und die menschliche Sinnsuche
Freiburg et al.: Herder (2025), 176 pp.
"Ist Künstliche Intelligenz der neue Gott des digitalen Zeitalters? In diesem tiefgründigen Essay entfaltet Claudia Paganini eine philosophisch brisante These: Erstmals erschafft der Mensch einen Gott, statt ihn nur zu denken. Die KI übernimmt zunehmend, was einst der Religion vorbehalten war: Si
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