Passage A: A regulator proposes certifying hiring algorithms after standardized predeployment tests show no substantial performance gap among demographic groups. Certification, the regulator argues, would provide employers reasonable assurance of fair operation. Passage B: A researcher warns that model behavior can shift when applicant pools, job criteria, or data pipelines change after deployment.