SETEC Documentation

Glass-box stylometric audits and supporting documentation for the SETEC voiceprint framework.

Evidence packs

• "The Serpent in the Grove" (Nazir, Granta 2026)
  Caribbean regional winner, 2026 Commonwealth Short Story Prize. Pangram flagged 100% AI; SETEC distributional and craft signals returned mixed evidence; expanding-context mirror tests recovered GPT-family discrimination.
• Magnifica Humanitas (Pope Leo XIV, May 2026)
  First encyclical of Pope Leo XIV's pontificate, on AI and human dignity. Linch Zhang argued Claude-assisted drafting; this pack runs SETEC's three-layer audit plus operator-mediated mirror discrimination with a Francis-baseline control and a cross-family Codex/GPT-5 comparison. Claude predicts the published text substantially better than the GPT-family run does on the selected windows.

Engineering notes

• Build / review preflight
  The recurring P1/P2 failure modes a second-model PR-review gate keeps catching — a condensed checklist linked to full write-ups. Sanitized and generalizable beyond this repo.