Safety & Security · Human role

Security Analyst

Human roleSafety & SecuritySafety, Security & Governancearc:SecurityAnalyst

A security or ML-safety team member who investigates safety-violation alerts, adversarial prompting patterns and the effectiveness of guardrail policies.

Responsibility. Responds to safety-violation spikes by hardening prompts and guardrail policies.

Also known as: Security team, Security/ML team, Security operations center staff

auditsreceives escalation fromreceives data fromevaluatesinvokesauditsreceives escalation fromreceives escalation fromis triggered byreceives escalation fromsends data toauditsAgent Controller: auditsAgent ControllerAlert Manager: receives escalation fromAlert ManagerAction Policy Engine: receives data fromAction Policy EngineGuardrail Policy: evaluatesGuardrail PolicyIdentity Provider: invokesIdentity ProviderLeast-Privilege Permission Set: auditsLeast-Privilege Permissi…Runtime Security Policy Enforcer: receives escalation fromRuntime Security Policy …Automated Containment Responder: receives escalation fromAutomated Containment Re…Policy Violation Responder: is triggered byPolicy Violation ResponderAccess Anomaly Detector: receives escalation fromAccess Anomaly DetectorContent Deny List: sends data toContent Deny ListRuntime Security Policy: auditsRuntime Security Policy
Direct neighbourhood (hover for relationship types)

Relationships

invokes dependency

is triggered by dynamic

receives data from dynamic

receives escalation from dynamic

sends data to dynamic

audits assurance

evaluates assurance

Design guidance

Classification

Quality attributes
Security (ISO/IEC 25010 | NIST AI RMF: secure and resilient)
Risks mitigated
Coordinated jailbreak campaignsGuardrail policy drift

Sources

  1. Ch8.2B: T. Nguyen, "NeMo Guardrails Integration," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 8.2B. ISBN: 9798244538229.
  2. Ch9.1: T. Nguyen, "Output Filtering and Content Moderation," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 9.1. ISBN: 9798244538229.
  3. Ch9.3: T. Nguyen, "Sandboxing and Transparency Foundations," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 9.3. ISBN: 9798244538229.
  4. Ch9.7: T. Nguyen, "GDPR and Data Protection Regulations," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 9.7. ISBN: 9798244538229.
  5. Ch10.5: T. Nguyen, "Human-over-the-Loop," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.5. ISBN: 9798244538229.
  6. Ref9.08: "Safety Incident Response for AI Systems," unpublished reference note (08-Safety-Incident-Response.md), Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam supplementary materials, 2026. unpublished note
  7. Ref9.09: "Compliance Automation and Tools," unpublished reference note (09-Compliance-Automation-Tools.md), Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam supplementary materials, 2026. unpublished note