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Defensive AI Security & Governance› Intent-Based Governance›Policy as Intent: Compiling Intent into Enforceable Runtime Guardrails and Where It Fails Open

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Intent-Based Governance

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1The Intent-Governance Model: Governing by Declared Intent Rather Than Enumerated PermissionsResearch
2Capturing and Verifying Intent: Intent Specs, Provenance, and the Intent-Action GapResearch
3Policy as Intent: Compiling Intent into Enforceable Runtime Guardrails and Where It Fails OpenResearch
4Measuring Intent Conformance: Did the Agent Do What Was Asked, and Only That?Research
5Governance at Scale: Intent Ledgers, Audit Trails, and Mapping to NIST AI RMF and the EU AI ActResearch

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Murali Chillakuru

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Policy as Intent: Compiling Intent into Enforceable Runtime Guardrails and Where It Fails Open