Center for Assurance Research and Engineering

Science & Technology Ethics Policy (STEP) Collaborative

OVERVIEW

 

The STEP Collaborative, operating under the GMU Center for Assured Research and Engineering (CARE), strives to be the leading resource for research-based, unbiased information for policymakers and citizens in the Commonwealth of Virginia.

 

The STEP Collaborative collects, analyzes, curates, and communicates knowledge on important developments in science and technology that impact citizens and policymakers making decisions about the future of individuals and society. STEP collaborators provide objective and unbiased information on new technologies and applications to aid decision making about legislation and regulation.

 

STEP Repository of Agentic AI Deployment Successes and Failures

The STEP Repository is a provenance-graded, machine-readable evidence base with detailed analyses of successes and failures of real agentic AI system deployments. The classification method is called the Taxonomy for Real Agentic Cases and Evidence (TRACE) and was developed by GMU CARE STEP Collaborative members.

STEP Briefs

STEP Briefs are living documents maintained by the STEP Collaborative at George Mason University's Center for Assurance Research and Engineering (CARE). Each brief summarizes a fast-moving science and technology policy issue for Virginia policymakers, agency leaders, and citizens readable in minutes and updated as new evidence emerges.

  1. (SB1) AI and the Future of Virginia's Workforce
    How artificial intelligence is reshaping jobs, skills, and economic opportunity and what it means for the Commonwealth.
  2. (SB2) Agentic AI and Accountability
    The meaning of autonomous AI systems, why it is different from earlier AI, and what Virginia’s policymakers and organizations need to know.
  3. (SB3) Essential or Familiar? Generative AI in Writing, Journalism, and Schools
    A way to tell which of our institutions' rules must be protected, and which are merely habits worth rethinking, as generative AI enters writing, news, and education.
  4. (SB4) Trust, but Verify: An LLM Literacy Guide for Virginia Families and Communities
    How AI chat tools behave, why their most confident answers can still be wrong, and the simple habits that let people use them safely.
  5. (SB5) Data Centers in Virginia: Myths, Facts, and What the Numbers Actually Say
    Virginia hosts the largest concentration of data centers in the world. This brief separates the verified figures from the contested ones, with a focus on jobs, the most misused number in the debate.

FOCUS IN VIRGINIA

 

RESEARCH

  • Analyze and curate science and technology R&D
  • Verify and validate emerging innovations
  • Fact check reports and claims of product developers
  • Apply best practices from policy research

EDUCATION

  • Develop learning materials on new technologies, ethical issues and frameworks, and policymaking.
  • Collaborate with schools and government agencies to adapt learning materials to their environments.

OUTREACH

  • Provide formal and informal learning opportunities to individuals, community organizations, educators, legislators and their staffs
  • Participate in conferences, webinars and briefings
  • Offer consultations with organizations adapting policy and ethics to their operations

FEATURED ISSUES

 
  • Automated Weapons Systems
  • Automated Vehicles
  • Misinformation/ Disinformation
  • AI and Data Governance
  • AI Environmental Impact

AFFILIATIONS