Sources for the Investigation

California Department of Education Guidance for Safe and Effective AI Use State K through 12 guidance

California Department of Education Model AI Policy Model policy and implementation fields

California Community Colleges AI System Human capacity governance and system initiatives

California State University AI Commons System access resources and training

University of California Academic Senate AI Report Agency faculty authority governance and trustworthiness

UC Berkeley AI Hub Campus guidance tools and teaching resources

Stanford Understanding AI Literacy Human-centered literacy framework

UCLA Generative AI Guide Research citation and student guidance

USC Artificial Intelligence Resources Institutional AI resources

Caltech Teaching in the Age of AI Course and assessment guidance

Loyola Marymount University AI in Teaching and Learning Mission teaching privacy and access

Mother of Divine Grace School Curriculum Overview K through 12 classical developmental curriculum

Thomas Aquinas College AI and Human Flourishing Formation and public AI inquiry

Harvard-Westlake Curriculum Independent secondary curriculum

High Tech High Project-based K through 12 model

Bastani and colleagues Generative AI Without Guardrails Can Harm Learning Randomized high-school mathematics study

Kestin and colleagues AI Tutoring Outperforms In Class Active Learning Peer-reviewed college physics experiment

Wang and colleagues Tutor CoPilot Randomized field trial of AI support for human tutors

Risko and Gilbert Cognitive Offloading Review of external tools and mental effort

Karpicke and Roediger The Critical Importance of Retrieval for Learning Controlled delayed-recall evidence

Stanford SCALE Evidence Base on AI in K through 12 2026 evidence synthesis and research gaps

Liang and colleagues GPT Detectors Are Biased Against Non Native English Writers Academic-integrity caution

Centers for Disease Control and Prevention Youth Mental Health During COVID 19 Pandemic context

National Center for Education Statistics 2024 Mathematics Results National achievement context

Plato Apology Socratic examination truthfulness and intellectual humility

Plato Republic Education dialectic appearance and order within the person

Aristotle Nicomachean Ethics Habit virtue intellectual excellence and practical wisdom

Aristotle Politics Education citizenship law and the purposes of political community

Epictetus Enchiridion Judgment impressions responsibility and self-command

Marcus Aurelius Meditations Attention duty reflection and disciplined response

Augustine Confessions Memory desire habit error conversion and the search for truth

Thomas Aquinas Summa Theologiae on Prudence Practical reason memory experience particulars counsel judgment and action

John Henry Newman Idea of a University Discourse Five Liberal knowledge intellectual cultivation and enlargement of mind

University of Chicago Great Books Programs Primary texts close reading small-group discussion and liberal learning

Mortimer Adler The Paideia Proposal Organized knowledge coached skill Socratic questioning and education for all

Edgar Morin Seven Complex Lessons in Education for the Future Error uncertainty context complexity human identity and interdependence

Edgar Morin The Well Formed Mind Book reference on reconnecting knowledge and reforming thought

National Academies How People Learn Two Prior knowledge culture context metacognition and transfer

Harvard Center on the Developing Child Guide to Executive Function Working memory mental flexibility self-control and supportive environments

Karpicke and Roediger The Critical Importance of Retrieval for Learning Controlled evidence on retrieval practice and durable learning

Risko and Gilbert Cognitive Offloading Review of external tools mental effort memory and metacognitive choice

Stanford SCALE Evidence Base on AI in K through 12 Current education evidence and research gaps for artificial intelligence

Carnegie Foundation What Is the Carnegie Unit History operation and present limits of the time based educational unit

Carnegie Foundation Study of the Carnegie Unit The unit as opportunity to learn standard and crude proxy for learning

John Dewey Democracy and Education Experience communication democracy subject matter and social continuity

United States Department of Education Federal role and the state and local foundation of education governance

California Department of Education Teaching and Learning State standards frameworks guidance and instructional responsibilities

California State Board Governance Reform Presentation Official 2026 description of longstanding fragmentation and governance reform

California Commission on Teacher Credentialing Standards Professional preparation and credential standards

California Local Control and Accountability Plan Local planning goals services spending and educational partner engagement

California Uniform Complaint Procedures Local responsibility formal complaints Williams complaints appeals and limits of scope

United States Supreme Court Mahmoud v Taylor 2025 decision on religious burden parental opt outs and elementary curriculum

Noam Chomsky On Miseducation Education institutional authority democracy and intellectual responsibility

Herman and Chomsky Manufacturing Consent Institutional incentives media framing and the production of accepted narratives

Saul Alinsky Rules for Radicals Organization conflict tactics leverage and political action

California Statewide System of Support Coordinated agencies capacity building local support and continuous improvement

California Content Standards Grade level knowledge concepts and skills adopted by the State Board

California School Dashboard Public accountability indicators and performance reporting

California Private Schools and Schooling at Home Official description of lawful educational alternatives and state role

Carnegie Foundation Legacy Relationship of pensions eligibility admissions credits testing and institutional organization

Official reporting framework for covered foreign gifts and contracts involving institutions of higher education.

Official public record of federal awards and recipients.

Official labor-organization reporting and disclosure records.

Official search and filing records for tax-exempt organizations.

Official federal guidance concerning student records, privacy and educational technology.

Official requirements governing covered online collection of personal information from children.

COVID-era disruption remains important context for interpreting student readiness, recovery and the transition to artificial intelligence. The full mental-fitness and wellness analysis appears in the main investigation.

Stanford SCALE The Evidence Base on AI in K 12 2026 review of the quality scope and gaps in student outcome research.

Bastani and colleagues Generative AI without guardrails can harm learning Peer reviewed randomized field experiments distinguishing practice performance from later independent performance.

Kestin and colleagues AI tutoring outperforms in class active learning Randomized college physics study of one purpose built tutor and lesson context.

Wang and colleagues Tutor CoPilot Field evidence on AI assistance delivered through human tutors, including differential effects by tutor rating.

OECD Education GPS PISA 2025 September 8 2026 release covering science and broader competencies including reported AI use; associations are not causal estimates.

Risko and Gilbert Cognitive offloading Foundational review defining external actions used to reduce cognitive demand.

Sparrow Liu and Wegner Google effects on memory Experiments on memory for information and where it can be found.

Karpicke and Roediger The critical importance of retrieval Experimental evidence supporting retrieval practice for long term retention.

MIT Media Lab Your Brain on ChatGPT 2025 preprint using behavioral linguistic and EEG measures; preliminary and limited in generalizability.

Stanford SCALE Access is Not Enough Two elementary randomized trials of AI platform access and human check-ins, published in 2026.

Liang and colleagues GPT detectors are biased against non native English writers Peer reviewed evidence relevant to fairness and the limits of detector-based discipline.

California Department of Education Model artificial intelligence policy Nonmandatory model covering integrity human review privacy consent vendors development and monitoring; reviewed June 26 2026.

California Department of Education Learning with AI Learning about AI Updated state guidance on human-centered developmental and privacy-conscious use; exemplary rather than mandatory.

Federal Trade Commission Children Online Privacy Protection Rule Federal requirements for covered online services collecting personal information from children under thirteen; amended in 2025.

OECD Digital Education Outlook 2026 International synthesis distinguishing unguided performance gains from learning and emphasizing pedagogical purpose.

UNESCO Guidance for generative AI in education and research Human-agent age-appropriate governance framework for educational use.

United States Department of Education Student Privacy Policy Office resources Official resources concerning student records privacy and educational technology.

Institute of Education Sciences What Works Clearinghouse handbooks Standards for judging causal educational evidence and study quality.

Bastani and colleagues Generative AI without guardrails can harm learning - large field experiment in high-school mathematics.

Wang and colleagues Tutor CoPilot - randomized human-AI tutoring trial involving 900 tutors and 1,800 students.

Stanford SCALE Evidence base on AI in K-12 - 2026 research review and human-support findings.

Contractor and Reyes Experimental evidence on the learning impact of generative AI - randomized study distinguishing augmentation from automation.

Chen and colleagues AI support for learning mathematical proof - homework gains, no significant exam gain, and overreliance concerns.

Khanmigo - guided tutoring, teacher tools, parent controls, and access rules.

Google Gemini for Education - under-18 experience, data protections, guided learning, and verification features.

Google Gemini Notebook - source-bounded education notebook and Workspace protections.

Anthropic Claude for Education - Learning Mode and higher-education deployment.

OpenAI ChatGPT Edu - institutional deployment and workspace controls.

MagicSchool trust and privacy - school controls, privacy claims, and certifications.

SchoolAI - teacher-designed Spaces, Mission Control, safety, and emerging evidence claims.

Brisk Teaching - teacher workflow, feedback, student activities, and privacy information.

Elicit - academic search, extraction, literature review, and sentence-level citations.

GitHub Education - Copilot access and educational use.

UC Berkeley AI Hub Central directory of campus tools training policies and opportunities.

UC Berkeley teaching guidance for AI Teaching and course-design resources.

Berkeley Law artificial intelligence policy questions and answers Unit policy effective summer 2026 restricting AI assistance in credited work except where authorized.

UCLA AI in Teaching and Learning Six principles literacy module Faculty Fellows workshops and advisory structure.

UCLA guiding principles for responsible use Institutional responsibility risk and data guidance.

UCLA AI use and recommendation guide Approved enterprise tools and use guidance.

Stanford AI and Your Learning Student guidance on permissions disclosure learning accuracy bias sources and human support.

Stanford course policy guidance Instructor guidance for aligning course rules with learning goals.

Stanford COLLEGE 102 student policy project 2026 account of more than 1200 students developing AI-era assessment proposals.

USC faculty guidance for the ChatGPT Edu rollout January 2026 guidance preserving faculty course authority.

USC ChatGPT Edu Managed university account information and support.

USC policies and policy governance Official policy home including the Artificial Intelligence General Policy updated in 2026.

USC academic integrity guidance for generative AI Student and faculty guidance connecting course rules and academic responsibility.

Caltech AI in Teaching Central teaching resource and policy route.

Caltech Humanities and Social Sciences policy on generative AI Explicit authorization rule tied to course learning.

Caltech resources for teaching in the age of AI Course-policy assessment and misinformation guidance.

Caltech generative AI security guidance Institutional guidance on protected information accuracy and responsibility.

Loyola Marymount AI in Teaching and Learning Teaching options policy examples and educator support.

Loyola Marymount AI tools and services Institutional tools access and use information.

Loyola Marymount academic honesty and AI Academic-honesty guidance and course responsibility.

Thomas Aquinas College California Code of Conduct Current academic and technology rules.

Thomas Aquinas College syllabus Common curriculum tutorials seminars laboratories composition and senior thesis.

Thomas Aquinas College AI and Human Flourishing Public initiative examining artificial intelligence and human flourishing.

Thomas Aquinas College online transition account Institutional account of emergency remote instruction and engagement limits.

Mother of Divine Grace School statement of purpose Educational mission and account of formation.

Mother of Divine Grace curriculum methodology Developmental method and family-centered instruction.

Mother of Divine Grace curriculum stages Primary grammatical dialectical and rhetorical sequence.

Mother of Divine Grace Crisis Schooling Is Not Homeschooling Institutional account distinguishing prepared home education from COVID crisis schooling.

Harvard-Westlake course descriptions Current curriculum and artificial-intelligence ethics course description.

Harvard-Westlake Kutler Center Independent interdisciplinary research and inquiry resources.

Harvard-Westlake health and wellness Published student support and wellness resources.

Harvard-Westlake mission and school overview Institutional language concerning excellence integrity character community and purpose.

High Tech High May 2025 board minutes Board approval record for the Artificial Intelligence Use Policy.

High Tech High December 2023 board minutes Student policy recommendations and board discussion.

High Tech High design principles Equity personalization authentic work and collaborative design.

High Tech High student and parent handbook route Public route for current school handbooks and operating rules.

Liang and colleagues GPT detectors are biased against non native English writers Peer reviewed evidence of detector bias and evasion limits.

California Department of Education model artificial intelligence policy Nonmandatory model recommending corroborating evidence alternative assessment human review and rebuttal.

Google Docs version history Official instructions for viewing earlier versions and changes in a document.

Microsoft Word version history Official instructions for reviewing earlier versions of files stored through supported Microsoft services.

Turnitin Clarity Writing Report Product documentation for drafting paste source and recorded tool-interaction evidence.

Turnitin AI Writing Report Vendor warning that the model can misidentify human generated and paraphrased text and should not determine adverse action alone.

Coalition for Content Provenance and Authenticity frequently asked questions Description of cryptographically signed Content Credentials for recorded content origin and editing history.

OpenAI model optimization Official overview of evaluation prompting and fine tuning methods used to adapt model behavior.

Google tips for creating custom Gemini Gems Official instructions for building customized assistants through instructions and supplied context.

PersonalBench measuring the authorship gap in large language model personalization 2026 preprint finding author differentiated output while retaining a measurable gap from authentic human authorship.

Catch Me If You Can Not Yet Large scale preprint evaluating imitation across more than four hundred authors and multiple writing domains.

California Senate Bill 1288 Enacted requirement for an artificial intelligence working group guidance and a model policy for public schools.

California Assembly Bill 2876 Enacted requirement to consider artificial intelligence literacy in future curriculum frameworks and instructional materials.

Brookings Making artificial intelligence work for schools Policy analysis recommending human stewardship transparency accountability evaluation and continuous monitoring.

Brookings Going slow to go fast in schools September 2026 discussion of learning risk family trust and preserving human relationships and student effort.

Center for Democracy and Technology research on detection discipline and distrust Survey findings concerning detector reliance disciplinary consequences training gaps and educator distrust.

UNESCO guidance for generative artificial intelligence in education and research Human-centered guidance addressing privacy age appropriateness institutional validation and pedagogical design.

California Department of Education model artificial intelligence policy June 2026 nonmandatory model covering original work disclosure detector limits alternative assessment human review consent curriculum redesign monitoring and accountability.

California guidance for safe and effective use of artificial intelligence in public schools 2025 guidance published in 2026 addressing human-centered learning academic integrity privacy equity and educator support.

Empowering Education Leaders United States Department of Education toolkit for safe ethical and equitable artificial-intelligence integration including privacy civil rights transparency and opt-out considerations.

Family Educational Rights and Privacy Act United States Department of Education information on rights concerning access to and disclosure of education records.

National Institute of Standards and Technology Artificial Intelligence Risk Management Framework Voluntary risk framework and resources for testing evaluation verification validation documentation and continuing risk management.

What Works Clearinghouse handbooks and standards Institute of Education Sciences standards for reviewing evidence and interpreting intervention effects.

Additional protections for children involved as subjects in research Federal research protections concerning children including permission assent risk and review conditions.

Artificial Intelligence and the Future of Teaching and Learning United States Department of Education report emphasizing human-centered design evidence safety privacy and educator involvement.

Turnitin artificial intelligence writing report guidance Vendor documentation warning that the model can misidentify human-generated and paraphrased text and should not determine adverse action alone.

Detectors are biased against non native English writers Peer-reviewed evidence of detector bias and evasion limits.

Google Docs version history Official instructions for reviewing earlier versions and recorded changes.

Microsoft Word version history Official instructions for reviewing earlier versions of supported Office files.

Coalition for Content Provenance and Authenticity frequently asked questions Explanation of cryptographically signed Content Credentials for recorded content origin and editing history.

Stanford Artificial Intelligence and Your Learning Student guidance distinguishing learning support from delegation and preserving instructor-specific rules.

Thomas Aquinas College syllabus Example of a curriculum built around direct discussion demonstration laboratory work composition and thesis defense.

High Tech High design principles Example of authentic project work critique collaboration and public exhibition requiring individual verification within group products.