SHIELD dimension H

Hallucination & Harm Mitigation

Controls that catch wrong, harmful or fabricated output before it reaches a customer or a decision.

What good looks like

The expected governance outcome

Systems must be tested for accuracy and harmful output, with human review where impact on people is material.

Pre-release testing

Human-in-the-loop thresholds

Incident logging

Next dimension

Infrastructure & Data Readiness