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

Laxmipriya Ganesh Iyer

Engineering management research has produced mature frameworks for software risk: ownership by feature, escalation by severity, and assurance by test coverage. These frameworks imp…