A branded, auditor-ready fairness package

Every completed bias test can now be exported as a package built for someone outside your team to read: an Amp-branded PDF carrying the methodology, the statistical results and the intersectional matrix, with an integrity hash in the footer an auditor can verify independently, plus a machine-readable JSON for their own tooling. The per-job fairness pages were rebuilt alongside it, so run history and the 'how this is reviewed' explainer read clearly at a glance. You commission your own audit; Amp supplies the evidence it rests on.