Introduction

In this demo, Helmguard AI’s Jack Miller and Palantir Software Engineer, Natasha Armbrust show how enhancing HelmGuard’s compliance and security AI agents with AIP led to more reliability, driven by eval-driven feedback loops. The session walks through the evaluation harness, the failure modes it caught, and how those signals fed back into agent behavior in production.