From Governance Norms to Enforceable Controls: A Layered Translation Method for Runtime Guardrails in Agentic AI
Agentic AI systems plan, use tools, maintain state, and produce multi-step trajectories with external effects. Those properties create a governance problem that differs materially from single-turn generative AI: important risks emerge dur- ing execution, not only at model development or deployment time. Governance standards such as ISO/IEC 42001, ISO/IEC 23894, ISO/IEC 42005, ISO/IEC 5338, ISO/IEC 38507, and the NIST AI Risk Management Framework are therefore highly relevant to agentic AI, but t
Record details
Published: 6 April 2026
Source: arXiv
Category: Research
Topics: Regulation · Agents & autonomy
Retrieved: 14 July 2026
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ethics.ai (6 April 2026), “From Governance Norms to Enforceable Controls: A Layered Translation Method for Runtime Guardrails in Agentic AI,” evidence record 6291, https://ethics.ai/record/6291 (originally published by arXiv).
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