Explore Our Contributors and Their Work
Browse our contributors alphabetically and explore their published scholarship in AI, education, and society.
Published Articles
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Insights March 6, 2026
The Case for Coherent, Whole-Program AI Literacy Integration
Higher education's AI response requires systems thinking, not a triage or 'you do you' mindset — which places students last. A report from the ACORN initiative at San Diego State University.
Joan Giovannini, M.Ed.
Society & AI Contributor · University of Massachusetts Amherst
View full profilePublished Articles
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Perspectives November 23, 2025
Is the AI-Generation AI-Damaged?
A reflective inquiry into cognitive atrophy, educational purpose, and what it means to learn when generative systems can imitate thinking faster than human minds can produce it
Published Articles
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Insights March 6, 2026
The Case for Coherent, Whole-Program AI Literacy Integration
Higher education's AI response requires systems thinking, not a triage or 'you do you' mindset — which places students last. A report from the ACORN initiative at San Diego State University.
Poulomi Chakravarty, Ph.D.
Environmental Scientist, Society & AI · Global Climate Association
View full profilePublished Articles
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Perspectives January 10, 2026
The Invisible Cost of Every Chat
AI companies warn us about accuracy—but remain silent on the environmental footprint of every query
Published Articles
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Research February 13, 2026
To Boldly Go Where Our Purpose-Built AI Had Not Gone Before
Teacher educators document how a purpose-built math bot evolved into a broader instructional co-designer through exploratory prompting.
Published Articles
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Perspectives February 22, 2026
We speak of adapting to AI as though it is a natural force we must accommodate. But AI is built from human traces—and the question of who is shaping whom is far more complicated than we have allowed ourselves to ask.
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Research February 13, 2026
To Boldly Go Where Our Purpose-Built AI Had Not Gone Before
Teacher educators document how a purpose-built math bot evolved into a broader instructional co-designer through exploratory prompting.
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Perspectives February 7, 2026
The Case for Philosophical Intelligence
What happens when we stop asking machines to answer and start asking them to wonder? A case for philosophical intelligence as the next frontier beyond reasoning and world models.
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Perspectives January 31, 2026
Why cultural context, embodied wisdom, and the capacity to sense what machines cannot may define the most valuable form of intelligence in the age of automation
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Perspectives January 24, 2026
Examining how algorithmic systems discipline society—training populations to conform, punishing deviation, and reshaping behavior without consent.
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Commentary January 21, 2026
The Vanishing Ladder: Education in a Post-Labor Society
A commentary on the World Economic Forum 2026 debate between Google DeepMind's Demis Hassabis and Anthropic's Dario Amodei, examining urgent implications for workforce development and education
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Perspectives January 10, 2026
The Invisible Cost of Every Chat
AI companies warn us about accuracy—but remain silent on the environmental footprint of every query
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Perspectives January 2, 2026
Cloud Capital and the Extraction of Mind
How AI systems extract cognitive labor while accumulating capital for the few, and what this means for education and society
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Fundamentals December 20, 2025
The Learning Society Thesis: Why Education Is Humanity's Only Scalable Adaptation Technology
A foundational framework arguing that education, not tools, not resources, not institutions, is the mechanism through which human societies adapt to existential change. AI represents either the greatest amplifier or the …
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Fundamentals December 12, 2025
Is Education at a Punctuated Equilibrium?
When AI becomes the new blackboard: exploring the transformation of learning in an age of artificial intelligence
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Commentary December 6, 2025
When AI Gives Instant Answers, What Are We Really Learning?
A commentary on how generative AI in education challenges us to rethink what skills matter when knowledge is always at our fingertips.
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Commentary December 2, 2025
Brain Drain 2.0: The Invisible Extraction
Why the next great divergence won't be about who leaves, but what is taken.
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Currents December 1, 2025
AI, Education & Society: November 2025 in Review
A comprehensive worldwide review of significant developments in society-centered AI and AI in education during November 2025
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Perspectives November 23, 2025
Is the AI-Generation AI-Damaged?
A reflective inquiry into cognitive atrophy, educational purpose, and what it means to learn when generative systems can imitate thinking faster than human minds can produce it
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Fundamentals November 22, 2025
Why everyone deserves an AI companion aligned to their flourishing
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Insights November 19, 2025
Adopting and Adapting in AI Societies
Why education is the essential vehicle for navigating the age of artificial intelligence.
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Young Minds November 16, 2025
Building Confidence & Growth Mindset for Young Learners
A joyful song-based resource to teach young learners about confidence, perseverance, and growth mindset—aligned with Social-Emotional Learning (SEL) standards worldwide.
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Commentary November 16, 2025
Personality-Aware AI as a Design Imperative for Human-Centered Societies
A commentary on personality-informed AI design frameworks, examining the shift from universal usability to pluralistic AI ecosystems that adapt to psychological diversity
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Fundamentals November 16, 2025
How AI enables educators to create personalized, culturally responsive learning experiences through natural conversation
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Insights November 10, 2025
Promptgramming: A New Literacy for AI Societies
A companion piece to our 2024 technical report introducing promptgramming—the fusion of programming and prompting—as an essential literacy for navigating AI-mediated societies
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Young Minds November 6, 2025
Artificial Intelligence (AI) Explained for Kids
A joyful, song-based introduction to AI designed for young learners, educators, and families—crafted with Educator-in-the-Loop principles and Flesch-Kincaid readability standards.
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Perspectives November 5, 2025
The Rise of Algorithmic Societies: When Machines Govern Learning
How automated decision-making is reshaping education and what it means for human agency
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Research October 29, 2025
SHIELD-ing Education: When AI Works Without the Internet
On-device AI tutoring in rural India shows that equitable computing education does not require connectivity.
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Perspectives October 20, 2025
Preserving Wonder: The Role of Curiosity in AI-Mediated Learning Environments
Why efficiency-driven AI systems risk extinguishing the curiosity and wonder that fuel deep learning—and how we can design technology that preserves rather than suppresses intrinsic motivation
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Focus October 13, 2025
Mapping education as a complex adaptive system to identify AI leverage points
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Blog October 11, 2025
Why improving SDG 4 accelerates progress on all SDGs
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Fundamentals October 10, 2025
A pragmatic definition of how people, institutions, and shared meaning organize collective life
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Fundamentals October 9, 2025
Society-centered AI extends human-centered design into collective, civic, and institutional contexts—positioning affected communities as co-designers, co-owners, and co-stewards of artificial intelligence systems. This …
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Blog October 8, 2025
Skills for a Regenerative Economy
Literacy, numeracy, climate and data competencies
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Blog October 8, 2025
A holistic metric suite for well-being in AI-integrated societies
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Perspectives October 7, 2025
Measuring Learning that Matters
Success metrics beyond standardized tests
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Fundamentals October 5, 2025
On World Teachers' Day: Why Society & AI Begins with You
A letter to the world's educators on the launch of the Society & AI.
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Fundamentals October 4, 2025
Mapping actors, feedbacks, and leverage points for change
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Focus October 3, 2025
Educational Equity as Leverage
Why quality education is humanity's meta-solution for addressing global challenges
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Blog October 3, 2025
Principles, playbooks, and procurement for the common good
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Fundamentals October 3, 2025
What Is Collaborative Intelligence?
Redefining knowledge as co-authored by humans and machines
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Perspectives October 2, 2025
Early-grade reading and math with equity-centered design
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Blog October 1, 2025
Cultural Evolution in AI Societies
How norms shift through tools, media, and networks
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Focus September 29, 2025
Human Flourishing in AI Societies
Preserving agency, meaning, and dignity as cognitive labor becomes automated
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Commentary September 27, 2025
AI and Education Beyond 2030: Mapping the Grand Challenges
Reflections on a collaborative research agenda defining four grand challenges for AI in education
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Focus September 26, 2025
How AI transforms knowledge creation, validation, and collaborative intelligence
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Insights September 23, 2025
The Next Horizon of AI in Education Research: A Perspective
Exploring the paradigm shift in education research through AI
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Inquiry September 19, 2025
Guardrails for misinformation, attention, and civic participation
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Commentary September 14, 2025
Reframing AI ethics through Indigenous epistemologies, consent protocols, and data governance rooted in sovereignty and relational accountability.
Published Articles
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Research February 13, 2026
To Boldly Go Where Our Purpose-Built AI Had Not Gone Before
Teacher educators document how a purpose-built math bot evolved into a broader instructional co-designer through exploratory prompting.
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