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Defensive AI Security & Governance› Layered Outcome Assurance›Adopting Layered Outcome Assurance: Conformance, Maturity, and Build Order

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Layered Outcome Assurance

1Layered Outcome Assurance: An Architecture for Securing Agents That ActResearch
2Layer 1, Continuous Pressure: Designing for Attackers Who Never TireResearch
3Layer 2, Agents as Actors: Knowing an Agent's True ReachResearch
4Layer 3, The Action Chain: Keeping Untrusted Content Away from Privileged ActionsResearch
5Layer 4, Whole Behavior: When Allowed Steps Compose into HarmResearch
6Layer 5, Explanatory Evidence: The Record Every Consequential Action OwesResearch
7Layer 6, Deterministic Enforcement: Guardrails the Model Cannot Argue WithResearch
8Adopting Layered Outcome Assurance: Conformance, Maturity, and Build OrderResearch

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Murali Chillakuru

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Adopting Layered Outcome Assurance: Conformance, Maturity, and Build Order