Open Investigation and Monitored Updates

Recommendations for evidence participation corrections and continuing policy review

Evidence that still requires people

Public webpages can show objectives, policies, approved tools, guidance, programs, and some examples of practice. They cannot by themselves establish how a rule operates in a classroom, whether students understand it, whether parents received meaningful notice, whether faculty retain practical authority, or whether learning, authorship, attention, relationships, and wellness improved. Those questions remain open.

Recommendations for contributors

• Institutions should document the operative policy, responsible authority, approved tools and accounts, contracts, privacy and retention rules, accessibility provisions, educator preparation, assessment protections, implementation, and measured outcomes.
• Educators should document representative assignments, actual rules, protected human work, workload, enforcement, benefits, failures, and student explanations.
• Parents and caregivers can clarify notice, consent, alternatives, expectations, practical influence, family burden, and observed changes.
• Students and graduates can describe actual use, disclosure, confidence, dependency, attention, authorship, relationships, and authorized independent comparison.
• Technology, privacy, accessibility, and wellness staff can clarify system configuration, data handling, accommodations, support needs, incidents, and interpretive limits.
• Researchers should use appropriate baselines, comparable groups, preregistered outcomes, delayed measures, transfer tests, subgroup analysis, and publication of unsuccessful results.

Participation and protection boundary

These are recommendations for those interested in continuing the investigation. They are not an information request and do not imply that outreach or participation has occurred. Participation should be voluntary, proportionate, privacy-protective, and separated from accusation or compelled disclosure. Work involving minors, education records, sensitive data, or research should use the appropriate authority, parent or guardian permission, student assent, accessibility, retention, deletion, and reporting protections.

Correction and response

Named institutions should have a reasonable opportunity to identify factual errors or provide contrary evidence. Corrections should preserve conflicting accounts where the record remains disputed and explain the basis and limitation of any changed judgment.

Automatic policy monitoring

This investigation automatically scans the official websites of UC Berkeley, UCLA, Stanford University, the University of Southern California, the California Institute of Technology, Loyola Marymount University, Thomas Aquinas College, Mother of Divine Grace School, Harvard-Westlake School, and High Tech High each month for meaningful changes in educational objectives, artificial intelligence policies, teaching guidance, approved tools, privacy and data rules, academic integrity, age or consent requirements, governance, and educational programs.

Material changes are dated, linked to the official source, assigned to K through 12 or higher education, and evaluated for their significance to the well-formed-mind investigation and scorecard. Routine website edits are not reported as policy changes.

Automated monitoring identifies changes in the published record. It does not establish implementation, compliance, classroom practice, student experience, learning, or wellness. Removed or inaccessible pages remain archived and are flagged for review rather than assigned an inferred explanation.

Change log fields

This table defines the information recorded for each monitored change so publication updates remain transparent, comparable and reviewable.

How Evidence Is Classified

Evidence labels

This table defines the labels used throughout the investigation so readers can distinguish policy, documented practice, reported experience, measured results, context and unresolved evidence.

Global Intelligence Brief evidence grades

A means proven within the stated scope. B means substantiated within stated limits. C means active, changing, disputed, incomplete, or unresolved. D means unsubstantiated or rejected by the available evidence. Missing public evidence normally receives an unresolved label and, where a grade is useful, a C. Silence does not justify a D.