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Merge pull request #53976 from MicrosoftDocs/NEW-module11-design-responsible-ai-security-governance-risk-management-compliance
New module11 design responsible ai security governance risk management compliance
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.introduction
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title: "Introduction"
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metadata:
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title: "Introduction"
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description: "Learn foundational concepts for designing secure, compliant, and responsible AI systems that protect data and align with organizational policies."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 3
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content: |
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[!include[](includes/1-introduction.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.knowledge-check
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title: "Module assessment"
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metadata:
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title: "Knowledge check"
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description: "Knowledge check"
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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module_assessment: false
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durationInMinutes: 3
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content: "Choose the best response for each of the following questions."
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quiz:
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questions:
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- content: "Which option best reflects a _defense-in-depth_ approach when designing enterprise AI agents?"
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choices:
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- content: "Grant broad access so the agent can retrieve any data it may need in future tasks"
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isCorrect: false
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explanation: "Incorrect. Granting broad access increases the risk of data breaches and doesn't align with the principles of defense-in-depth."
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- content: "Use layered identity, access, data governance, monitoring, and threat protection controls"
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isCorrect: true
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explanation: "Correct. Defense-in-depth requires multiple layers of security—identity, RBAC, data governance, observability, threat protection, and controlled workflows. It prevents single-point failures and ensures agents remain predictable, safe, and aligned with organizational policies."
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- content: "Allow the agent to self-correct risky behaviors without human oversight"
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isCorrect: false
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explanation: "Incorrect. Allowing agents to self-correct without oversight introduces risks and doesn't align with defense-in-depth principles."
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- content: "Disable logging to reduce operational costs"
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isCorrect: false
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explanation: "Incorrect. Disabling logging reduces visibility and monitoring, which are critical components of a defense-in-depth strategy."
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- content: "What is the most effective way to reduce the risk of AI agents exposing sensitive information?"
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choices:
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- content: "Allow unrestricted connector access to improve retrieval accuracy"
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isCorrect: false
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explanation: "Incorrect. Unrestricted access increases the risk of exposing sensitive information and doesn't align with secure practices."
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- content: "Rely solely on model instructions to avoid returning sensitive content"
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isCorrect: false
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explanation: "Incorrect. Relying solely on model instructions is insufficient to prevent sensitive information exposure."
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- content: "Apply DLP policies, sensitivity labels, and least-privilege boundaries across all data sources"
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isCorrect: true
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explanation: "Correct. Combining DLP enforcement, sensitivity labeling, and least-privilege access ensures agents can only interact with allowed data and can't inadvertently expose sensitive, regulated, or high-risk information through prompts, retrieval, or outputs."
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- content: "Store sensitive data in agent prompts so it can reason more accurately"
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isCorrect: false
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explanation: "Incorrect. Storing sensitive data in prompts increases the risk of exposure and isn't a secure practice."
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.summary
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title: "Summary"
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metadata:
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title: "Summary"
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description: "Learn how to design secure, governed, and compliant AI systems that balance innovation with accountability across diverse cloud environments."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 3
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content: |
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[!include[](includes/11-summary.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.design-security-agents
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title: "Design security agents for Microsoft clouds"
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metadata:
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title: "Design Security Agents for Microsoft Clouds"
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description: "Learn to design secure autonomous agents for Microsoft clouds, ensuring compliance, governance, and threat protection at scale."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 9
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content: |
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[!include[](includes/2-design-security-agents.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.design-governance-agents
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title: "Design governance models for AI agents"
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metadata:
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title: "Design Governance Models for AI Agents"
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description: "Learn to design governance models for AI agents, ensuring security, compliance, and operational standards across Microsoft cloud environments."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 5
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content: |
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[!include[](includes/3-design-governance-agents.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.design-model-security
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title: "Design model security for responsible AI"
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metadata:
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title: "Design Model Security for Responsible AI"
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description: "Learn how to design model security for responsible AI using identity governance, threat protection, access control, and continuous monitoring."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 5
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content: |
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[!include[](includes/4-design-model-security.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.analyze-solution-ai-vulnerabilities-mitigations-prompt-manipulation
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title: "Analyze AI vulnerabilities and mitigations for prompt manipulation"
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metadata:
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title: "Analyze AI Vulnerabilities and Mitigations for Prompt Manipulation"
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description: "Learn to identify AI vulnerabilities, including prompt manipulation, and apply mitigations to secure models, data, and workflows effectively."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 6
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content: |
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[!include[](includes/5-analyze-solution-ai-vulnerabilities-mitigations-prompt-manipulation.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.review-solution-adherence-responsible-ai-principles
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title: "Review solution adherence to Responsible AI principles"
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metadata:
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title: "Review Solution Adherence to Responsible AI Principles"
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description: "Learn how to evaluate AI solutions for adherence to Responsible AI principles, ensuring safety, compliance, transparency, and effective governance."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 5
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content: |
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[!include[](includes/6-review-solution-adherence-responsible-ai-principles.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.validate-data-residency-movement-compliance
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title: "Validate data residency and movement compliance"
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metadata:
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title: "Validate Data Residency and Movement Compliance"
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description: "Learn how to validate data residency and movement compliance for AI solutions, ensuring adherence to regulatory and organizational requirements."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 5
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content: |
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[!include[](includes/7-validate-data-residency-movement-compliance.md)]
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### YamlMime:ModuleUnit
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uid: learn.wwl.design-responsible-ai-security-governance-risk-management-compliance.design-access-controls-ground-data-model-tune
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title: "Design access controls for grounding data and model tuning"
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metadata:
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title: "Design Access Controls for Grounding Data and Model Tuning"
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description: "Learn how to design access controls for grounding data and model tuning workflows to ensure secure, compliant, and responsible AI system outputs."
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ms.date: 02/09/2026
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author: pabloMS
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ms.author: taeldin
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ms.topic: unit
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durationInMinutes: 4
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content: |
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[!include[](includes/8-design-access-controls-ground-data-model-tune.md)]

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