Voice AI Where One Wrong Question Breaks the Rules - Shiv Indap， Upstart & Brooke Hopkins， Coval
Upstart and Coval describe a human-supervised evaluation loop that makes regulated voice agents safer by aligning judges, reviewing failures and simulating fixes before release.