An Agent Operational Envelope now formalizes certification across permissions, safety properties, and autonomy levels. This framework uses an ontology-to-scenario pipeline to automatically generate adversarial and regulatory test cases. It aims to bridge the gap between LLM benchmarks and production. Practitioners can use these Trust Certificates to validate agents before deployment.