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From Governance Norms to Enforceable Controls: A Layered Translation Method for Runtime Guardrails in Agentic AI

Researchers propose a layered translation method to convert abstract governance policies into concrete runtime controls that enforce safety guardrails in production AI agent systems.

Wednesday, April 8, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.LG (Machine Learning)BY sys://pipeline

Paper proposes a layered translation method to convert abstract governance policies into concrete runtime guardrails for agentic AI systems. Addresses the critical challenge of bridging organizational governance frameworks with technical enforcement mechanisms in production AI agent deployment.

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