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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 reflects our commitment to transparency regarding the integration of AI into our scholarly workflows while upholding the principles of academic integrity, human agency, and responsible technological stewardship.

Philosophical Framework: Hybrid Intelligence and Human-in-the-Loop

Our approach to AI integration is grounded in the concept of hybrid intelligence—a collaborative paradigm in which human cognition and artificial intelligence operate in concert, each contributing distinct capabilities to the scholarly enterprise. We maintain a strict human-in-the-loop methodology, ensuring that AI systems function as instruments of augmentation rather than substitution.

In this framework:

  • Human judgment remains the locus of all intellectual, ethical, and editorial decisions
  • AI capabilities are deployed to extend human capacity for research, analysis, and communication
  • Critical oversight is exercised at every stage of content development and publication
  • Scholarly authority resides with human researchers and authors

This distinction is essential: AI tools in our workflow are collaborators in process, not arbiters of substance.

How AI Tools Are Used

AI technologies are employed in various capacities to enhance the quality, accessibility, and scholarly rigor of content on this platform:

  • Research Support: Literature synthesis, source identification, and preliminary analysis
  • Content Development: Writing assistance, structural refinement, and commentary preparation
  • Editorial Review: Improving clarity, coherence, and adherence to scholarly conventions
  • Technical Development: Platform architecture, code optimization, and deployment workflows
  • Accessibility Enhancement: Ensuring content meets WCAG accessibility standards
  • Quality Assurance: Identifying technical issues and maintaining platform reliability

AI Tools and Technologies

Open Source Models

The following open source AI models contributed to the development of platform layout, design systems, and technical infrastructure:

  • Qwen by Alibaba
  • DeepSeek by Hangzhou DeepSeek AI
  • GLM by Z.ai
  • Kimi by Moonshot AI

Closed Source Models

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

  • Claude by Anthropic
  • ChatGPT by OpenAI
  • Gemini by Google
  • Perplexity AI

All subscription and usage costs for closed source models are personally funded by the Principal Scientist of the Society & AI Research Group. No institutional, grant, or external funding is used for these services.

AI-Integrated Development Environments

The following AI-integrated development environments are used for platform testing, debugging, and technical quality assurance:

  • Google Antigravity

Commitment to Scholarly Integrity

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 Standards

  • All research conclusions, arguments, and scholarly positions are developed through human expertise and critical inquiry
  • AI-generated outputs are rigorously evaluated, verified, and revised before incorporation
  • Citations, references, and empirical claims are independently verified
  • Original thinking, analysis, and intellectual contribution remain central to all published work
  • Authorship attribution follows established academic conventions

Transparency and Evolution

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

  • Maintaining this acknowledgement as a living document, updated as our practices change
  • Preserving transparency about the role of AI across all dimensions of our work
  • Ensuring that AI augments rather than displaces human scholarly judgment
  • Upholding the highest standards of academic integrity and research ethics
  • Contributing to broader discourse on responsible AI use in scholarly communication

Questions or Concerns

If you have questions about our use of AI tools, our human-in-the-loop methodology, or concerns about any content on this platform, please contact us.

Last Updated: January 22, 2026

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