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AI Security Track

AI Security and Red Teaming for Production Systems

Threat-model and defend production AI across prompts, retrieval, tools, memory, models, supply chains, detection, red-team evidence, containment, and incident recovery.

Beginner Engineer to AI Security Architect
About 130 min · 3 labs
44 authored sections

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A useful preview, not a teaser

Read these complete sections to judge the technical depth, teaching style, and architecture standard before buying.

Preview 1

Course Contract: Defend the System, Not Just the Prompt

Security begins where valuable assets meet adversarial capability.

Preview 2

Separate Security, Safety, Robustness, and Privacy

Related concerns need different evidence and owners.

Preview 3

Production AI Security Reference Architecture

Place enforcement where the protected asset is owned.

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Complete curriculum

44 sections · 4 parts + security studio

Course orientation

  1. Course ContractFree

Part 1 · Security Foundations

  1. Security, Safety, RobustnessFree
  2. Assets and ImpactsCourse Pass
  3. AdversariesCourse Pass
  4. Lifecycle SurfaceCourse Pass
  5. Authority and TaintCourse Pass
  6. Standards MapCourse Pass
  7. Security RequirementsCourse Pass
  8. Reference ArchitectureFree

Part 2 · Threats and Controls

  1. Identity and TenancyCourse Pass
  2. Direct InjectionCourse Pass
  3. Indirect InjectionCourse Pass
  4. Information DisclosureCourse Pass
  5. RAG and Vector AttacksCourse Pass
  6. Data and Model PoisoningCourse Pass
  7. Model Privacy and TheftCourse Pass
  8. Model Endpoint AbuseCourse Pass
  9. Output HandlingCourse Pass
  10. Tools and Excessive AgencyCourse Pass
  11. MCP and IntegrationsCourse Pass
  12. Memory and StateCourse Pass
  13. Multimodal AttacksCourse Pass
  14. Resource AbuseCourse Pass
  15. Supply ChainCourse Pass
  16. Isolation and EgressCourse Pass
  17. Human ReviewCourse Pass

Part 3 · Red Team and Operate

  1. Threat ModelingCourse Pass
  2. Red-Team CharterCourse Pass
  3. Attack LibraryCourse Pass
  4. Harness and OraclesCourse Pass
  5. Severity and MetricsCourse Pass
  6. Detection EngineeringCourse Pass
  7. Incident ResponseCourse Pass
  8. ContainmentCourse Pass
  9. Secure LifecycleCourse Pass

Part 4 · Architect the Defense

  1. Worked CaseCourse Pass
  2. Incident ReviewCourse Pass
  3. CapstoneCourse Pass

Security Studio

  1. Java Boundary LabCourse Pass
  2. Injection Harness LabCourse Pass
  3. Release Gate LabCourse Pass
  4. AssessmentCourse Pass
  5. Interview QuestionsCourse Pass
  6. ReferencesCourse Pass