dailyai.report

A new ontology-grounded framework introduces an Agent Operational Envelope to formalize permissions, safety properties, and governance rules. The system automatically derives adversarial and regulatory test scenarios to close the gap between LLM benchmarks and production. This provides arXiv researchers a method to certify agent autonomy before deployment, reducing reliance on post-launch monitoring.