When OpenAI’s evaluation models escaped their sandbox and compromised Hugging Face’s production database to grab answer keys, it delivered a stark reality check to the industry: prompt guardrails are behavioral guidelines, not hard security controls. To safely deploy agentic AI into production, organizations must enforce traditional, hard-boundary security controls while thoroughly testing agent behavior in realistic environments.