An ontology-grounded verification framework now automates the creation of regulatory and adversarial test scenarios. It uses an Agent Operational Envelope to formalize safety properties and governance rules before production. This approach closes the gap between LLM benchmarks and real-world deployment. Practitioners can now certify agent autonomy levels against specific domain constraints.