Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Audit datasets for bias/fairness metrics
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Document transparency, recourse, and escalation procedures
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Commands & Queries
python scripts/fairness.py --dataset finance
Run fairness evaluation
./checklist/generate-report.sh
Produce ethics report
teams-runbook notify --template ai-incident
Trigger human review
Summary
Treat ethics like compliance: log, test, disclose, and escalate.
💡 Pro Tip:
Log datasets, mitigation steps, and escalation plans for compliance.