Pre-deployment assurance for enterprise AI agents via ontology simulation
arXiv proposes a verification framework for AI agents before production release, addressing the gap between LLM benchmarking and real-world deployment.
• Agent Operational Envelope: formalize permissions, domain constraints, safety properties, governance rules, autonomy levels
• Ontology-to-scenario pipeline: auto-generate regulatory, operational, and adversarial test cases
• Trust Certificate: machine-readable assurance artifact for post-deployment auditing