1 / 4Set the source
Learning evidence, not surveillance.
Teach what you know.
A teacher-approved twin makes reasoning visible through explanation and transfer.
A source sets the boundary.
Make the thinking visible, then test whether it travels.
- Start with what the teacher approves.The source packet becomes a visible concept map and a bounded misconception.
- Let the student repair one idea.Nova asks for the causal link and the limit of the evidence, not a polished answer.
- Try a new case.Transfer shows whether the explanation still holds when the details change.
SourcecreatesExplanationtestsTransfer
Start from the lesson you already teach.
Build a reviewable twin from a short, de-identified packet. The teacher approves every source anchor before a student begins.
- Source grounded
- Evidence quotes must appear in the teacher packet.
- Human judgment
- No grade, authorship claim, or automated verdict.