All links are publicly accessible. Sources support the policy frameworks, governance structures, and transparency initiatives referenced in this toolkit. Suitable for academic, policy, or technical research contexts.
- GAO Report: https://www.gao.gov/products/gao-25-107933
- ExecutiveGov summary: https://executivegov.com/articles/gao-report-ai-adoption-requirements-agencies
- FedScoop coverage: https://fedscoop.com/ai-requirements-are-racking-up-across-government-gao-says/
- Federal Register: https://www.federalregister.gov/documents/2025/12/16/2025-23092/ensuring-a-national-policy-framework-for-artificial-intelligence
- Official OMB PDF: https://www.whitehouse.gov/wp-content/uploads/2024/03/M-24-10-Advancing-Governance-Innovation-and-Risk-Management-for-Agency-Use-of-Artificial-Intelligence.pdf
- EEOC compliance example: https://www.eeoc.gov/ai-governance/compliance-plan-omb-memoranda-m-24-10
- NSF NAIRR Pilot: https://www.nsf.gov/focus-areas/ai/nairr
- Argonne NAIRR Pilot: https://www.alcf.anl.gov/nairr-pilot
- NTIA official report: https://www.ntia.gov/issues/artificial-intelligence/ai-accountability-policy-report
- ANSI summary: https://www.ansi.org/standards-news/all-news/3-29-24-ntia-publishes-ai-accountability-policy-report
- FedScoop coverage: https://fedscoop.com/ntia-calls-for-independent-audits-of-ai-systems-in-new-accountability-report/
- AI2 open-source model initiatives (Molmo, OLMo, etc.): https://allenai.org
- Epoch AI reports on open vs closed model capability gaps: https://epochai.org
- Sensory overload and transitions across senses: https://www.allaboutvision.com/resources/human-interest/sensory-overload/
- Emotional regulation for adults: https://crossroadscollective.ca/emotional-regulation-for-adults-who-never-learned-it-growing-up/
- Smith, Kevin H. Artificial Minds, Alien Experiences (2025): https://www.memphis.edu/law/documents/kevinhsmith_artificialminds_621-749.pdf