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Risk Architecture for AI-Native Engineering Teams: An Organizational Framework for Agentic System Governance

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Engineering management research has produced mature frameworks for software risk: ownership by feature, escalation by severity, and assurance by test coverage. These frameworks implicitly assume deterministic behavior, discrete and auditable change events, and clear component-to-owner mappings.

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