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Revise design for security governance of AI agents
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learn-pr/wwl/design-responsible-ai-security-governance-risk-management-compliance/includes/2-design-security-agents.md

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- Require approvals for publishing to production and for changes to high-risk capabilities (for example, actions that modify data).
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:::image type="content" source="../media/role-based-access-control.png" alt-text="RBAC design matrix.":::
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:::image type="content" source="../media/role-based-access-control.png" alt-text="Diagram illustrating an RBAC design matrix that maps roles to permissions and access levels across system resources.":::
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## Data governance and protection
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**Govern environments and releases**
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- Use environment routing to separate dev/test/prod.
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- Use environment routing to separate development, testing and production.
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- Require peer review and approver sign-off to publish; block publishing if mandatory checks fail.
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- Require peer review and approver sign off to publish; block publishing if mandatory checks fail.
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**Prepare incident response**
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- [Security and governance in Microsoft Copilot Studio](/microsoft-copilot-studio/security-and-governance)
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- [Manage IAM for AI workloads on Azure](/training/paths/manage-iam-for-ai-workloads-on-azure/)
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- [Manage IAM for AI workloads on Azure](/training/paths/manage-iam-for-ai-workloads-on-azure/)

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