01 · CONSENT
Your choice comes first.Opt in. On your terms.
Choose whether to participate and which sources can contribute. Your regular grade is never reduced if you opt out. Academic email is off by default.
Not “Was it AI?”
“Was it you?”
A different question. A better way to recognize authentic work.
02 · BASELINE
More than a final draft.Build a picture of your voice.
Authenticated discussions, in-class writing, drafts, and peer reviews build a rich, longitudinal baseline. Only attributable, authorized work belongs in the picture.
03 · VERIFICATION
Private by architecture.Compare locally. Consider context.
The production Secure Analysis Box evaluates style, semantics, learning context, and growth inside the institution. A mismatch asks for context—it does not accuse.
04 · CREDENTIAL
An advantage you can carry.Take your proof with you.
An approved result can add an authorship enhancement to a grade. You decide what to share. A verifier checks the signature without seeing your work or private profile.
THE SECURE ANALYSIS BOX
A small output. A serious privacy boundary.
Authorized text Local signals Contextual ensemble Probability + flags
Raw text and embeddings never leave the institution in the proposed production topology. Embeddings are still protected data—not anonymous, “irreversible” magic.
Fits into learning, without taking it over.
The design connects Canvas, Blackboard, and Moodle using LTI 1.3 plus platform-specific event adapters. No live LMS connector is installed in this demo.
CanvasBlackboardMoodle