Cornelia C. Walther

That is why post-deployment monitoring, logging, independent auditing and incident reporting should be legal obligations.

Third, human oversight must be genuine, trained and protected.

Any institution using consequential AI should name accountable reviewers, train them to detect automation bias and give them real authority to stop harmful outputs.