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Society & AI
Academy

Odd One Out

Five sets per session. Three items share a rule and one does not — finding it means naming the rule, which is the harder and more useful half.

Society & AI

Society & AI is an independent research collective advancing society-centered artificial intelligence design and deployment in educational contexts—centering human agency, cultural epistemologies, and educational equity in AI governance and practice.

Published online under ISSN 3142-7154 (Online).

Founded at the University of Massachusetts Amherst

Society & AI is located at the Advanced Learning Technologies Lab, N137 Furcolo Hall, University of Massachusetts Amherst. Platform maintenance operations are supported from Hyderabad, India. We operate as a distributed academic collective serving a global scholarly community.

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UN SDG Alignment

Our scholarship advances the United Nations Sustainable Development Goals by centering educational equity (SDG 4), reducing structural inequalities in AI access and deployment (SDG 10), and fostering multi-stakeholder partnerships for society-centered technological governance (SDG 17). We contribute to building more just, inclusive futures through rigorous research, open knowledge dissemination, and cross-sector collaboration.

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Free to read. Free to share. Not free to sustain.

Society & AI is sustained entirely by personal commitment and the generosity of readers like you. Your support keeps independent, open-access scholarship alive.

© 2026 Society & AI Research Group. All rights reserved.

Visual media features photography from Creative Commons, Pexels, and Unsplash contributors, supporting open-access knowledge dissemination. We are on a journey to democratize artificial intelligence for education and society through open source and open science.

Technical Infrastructure: Our scholarship is freely shared for the common good, licensed under CC BY-NC 4.0. We are grateful to Cloudflare and Hugo for providing the tools to distribute our intellectual work globally.

Society & AI