A new ontology-grounded framework introduces an Agent Operational Envelope to formalize safety and governance rules before deployment. The system automatically generates adversarial test scenarios to certify trust levels. This shifts verification from post-deployment monitoring to pre-production assurance. ArXiv researchers aim to close the gap between LLM benchmarks and production reality.