An Agent Operational Envelope now formalizes certification spaces for permissions and safety properties before production. This framework uses an ontology-to-scenario pipeline to automatically generate adversarial and regulatory test cases. It fills the gap between LLM benchmarks and live deployment. Practitioners can now certify agent autonomy levels through structured, simulation-based verification instead of relying on post-deployment monitoring.