Detectors ask whether a human made the work — a question with no reliable answer, that turns teachers into police. Attest asks whether a human can stand behind it, then makes them able to.
written
pastedThe solution leverages optimal structures to maximize efficiency.
Watching where the writing stops looking like writing…
“Did a human make this?”
Unanswerable. Falsely accuses honest students. Dies to a paraphrase.
“Can a human stand behind this?”
Provenance-agnostic. Never accuses. Closes the gap instead of flagging it.
For teachers
Rewrite an assignment so it survives AI — and get the defense rubric.