Editorial system
Transparency by design.
Curriculum concepts, research artifacts, factual claims, sources, lesson drafts, QA reviews, and publication decisions are separate records so each stage can be inspected independently.
The production chain
Publishing classes
Stable educational material can auto-publish after research, independent verification, and QA.
Time-sensitive material requires stronger sourcing and more frequent review.
Tax, regulatory, prediction, recommendation-like, and other consequential material requires human review.
Claim-level evidence
A lesson is prose. A claim is an atomic factual statement. Important factual statements are stored separately, linked to evidence, and can be re-verified without rewriting the whole lesson.
AI disclosure
AI can assist research, explanation, assessment creation, and maintenance. The platform records agent runs and staging artifacts; generated content does not automatically become trusted knowledge simply because a model produced it.