Society & AI
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AI Acknowledgement

Society & AI acknowledges the use of artificial intelligence tools and technologies in the development, maintenance, and content creation of this platform. This declaration aims to create transparency about how AI has been integrated into our workflows while maintaining academic integrity and scholarly standards.

How AI Tools Are Used

AI technologies have been used in various capacities to improve the quality, accessibility, and delivery of content on this site:

  • Content Development: AI-assisted research, writing support, and commentary preparation
  • Editorial Review: Improving readability, clarity, and coherence of written content
  • Technical Development: Platform debugging, code optimization, and deployment preparation
  • Accessibility Enhancement: Ensuring content meets accessibility standards
  • Quality Assurance: Identifying and fixing technical issues and bugs

AI Tools and Technologies Used

Open Source Models

The following open source AI models were used in the development of the layout and design of this platform, carefully crafted for readability and to match accessibility standards:

  • Alibaba Qwen (Alibaba Group)
  • DeepSeek (Hangzhou DeepSeek AI)
  • GLM-4 (Zhipu AI)

Closed Source Models

The following proprietary AI systems are actively used for research, content creation, editorial improvement, and technical development:

  • Claude (Anthropic)
  • ChatGPT (OpenAI)
  • Gemini (Google)
  • Perplexity AI

Our Commitment to Transparency

While AI tools assist in various aspects of site development and content creation, all final decisions regarding research direction, scholarly interpretation, ethical considerations, and published content remain under human oversight and judgment.

Content Integrity

  • All research conclusions and scholarly arguments are developed through human expertise
  • AI-generated suggestions are critically evaluated before incorporation
  • Citations and references are verified independently
  • Original thinking and analysis remain central to all published work

Ongoing Evolution

As AI technologies continue to evolve, Society & AI commits to:

  • Regular updates to this acknowledgement as our use of AI tools changes
  • Maintaining transparency about the role of AI in our work
  • Ensuring that AI augments rather than replaces human scholarly judgment
  • Upholding the highest standards of academic integrity and research ethics

Questions or Concerns

If you have questions about our use of AI tools or concerns about any content on this site, please contact us.


Last Updated: November 16, 2025

This acknowledgement reflects our ongoing commitment to transparency, academic integrity, and responsible use of emerging technologies in scholarly communication.

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.

Made for the world, in Amherst, Massachusetts

We operate as a distributed research collective with no physical offices, serving a global community wherever internet connectivity enables scholarly exchange.

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Our Impact

United Nations Sustainable Development Goals
SDG 4: Quality Education SDG 10: Reduced Inequalities SDG 17: Partnerships for the Goals

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.

© 2025 Society & AI Research Group. All rights reserved.

Visual media features photography from Creative Commons, Pexels, and Unsplash contributors, supporting open-access knowledge dissemination. Banner video credits: Google DeepMind via Pexels.

Open Source & Infrastructure: This project is open source, licensed under CC BY-NC 4.0. Deployed from commit: 0dfc68b. We are grateful to Cloudflare for distributing our scholarship globally and to the Hugo team for their open-source static site generator. To report bugs or vulnerabilities, please open an issue on GitHub.

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