Bias testing doesn’t belong in a policy binder — it belongs in your CI/CD pipeline.

Embed bias audits into:

  • Unit tests (pre-training)

  • Validation scripts (pre-deploy)

  • Monitoring dashboards (post-deploy)

  • Documentation checklists

  • Pull request templates

📌 If it affects people, don’t skip the fairness test.