Prove the system works correctly through independent testing, fairness evaluation, and security audits.
Trust, But Verify – Let Someone Else Confirm Your Model Works
Prove the Numbers – Does It Meet Requirements on Real Data?
Prove It's Fair – Test Every Group, Document Every Gap, Certify Compliance
Break It Before Attackers Do – Test Every Attack Vector, Document Every Defense
Test the Whole Machine – Not Just the AI Part
The Final Gate – Legal, Technical, and Operational Sign-Off