pre-deployment

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Predicting model behavior before release by simulating deployment

OpenAI Blog · yesterday Cached

OpenAI introduces Deployment Simulation, a method to simulate future model deployments by replaying past conversations in a privacy-preserving manner with candidate models to predict real-world behavior and identify novel misalignment before release.

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#pre-deployment

Toward Pre-Deployment Assurance for Enterprise AI Agents: Ontology-Grounded Simulation and Trust Certification

arXiv cs.AI · 2026-06-04 Cached

Researchers present an ontology-grounded framework for pre-deployment verification of enterprise AI agents, combining an Agent Operational Envelope, automated scenario generation, and machine-verifiable Trust Certificates with graduated deployment verdicts. A pilot across four regulated industries generated 1,800 scenarios and showed ontology-grounded generation significantly outperformed persona-based baselines on regulatory coverage.

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