How should I respond to a bias incident involving an AI agent?

Answer

Immediate response:

1. Pause the agent — don't wait to investigate, stop it from making more potentially biased decisions.
2. Scope the impact — how many decisions were affected, over what time period, which demographic groups.
3. Preserve evidence — export the audit trail, bias detection logs, and agent outputs before any remediation changes the data. Investigation:
4. Root cause — was it training data, prompt design, tool selection, or emergent behavior?
5. Disparate impact analysis — quantify the differential outcomes across demographic groups. Remediation:
6. Notify affected parties if required by regulation (varies by jurisdiction and industry).
7. Update detection thresholds and rules to catch similar patterns earlier.
8. Document everything in a post-incident report — this becomes evidence of reasonable care for future regulatory inquiries.