Understanding AI Governance Through Apprenticeship: The Zen of Governing Through Guidance Rather Than Control

Reframes AI governance as apprenticeship: agentic systems are governed through ongoing guidance and example rather than static rules. Establishes the AI Governance Twin as the runtime mechanism that makes guidance-based governance practical. Also available on SSRN (6597019).

Concepts

• Governance Twin
• Runtime Governance
• AI Governance Twin

Keywords

• Apprenticeship
• Guidance vs Control
• Governance Philosophy

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