Teachers own their data
Sharing is visible, revocable and private by default.
05 / The trust architecture
Trust, built structurally.
Not rhetorically.
Aggregate insight only
Cohort patterns without covert individual surveillance.
Independent review
Validation studies are published whether results flatter us or not.
Regional data residency
Data stays where the law—and trust—say it should.