AI Red Teaming

Learn AI Red Teaming in a practical order—from the fundamentals to work you can confidently share.

In short— Hakuna kurukaruka tutorials. Follow the route, practice each stage, then ship kitu real.

Free roadmap

What you'll learn

Click any stage kufungua full details.

01Stage 01Start with the dataIntroduction • AI Security Fundamentals • Benchmark Datasets

Build the maths, data and coding foundation before chasing models.

Focus on

  • Introduction
  • AI Security Fundamentals
  • Benchmark Datasets
Build check: Write a one-page AI Red Teaming glossary in your own words.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

02Stage 02Core building blocksData Poisoning • Neural Networks • API Protection

Connect the important concepts so you can explain what the tools are doing—not just copy commands.

Focus on

  • Data Poisoning
  • Neural Networks
  • API Protection
Build check: Complete three focused AI Red Teaming exercises without following a full tutorial.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

03Stage 03Everyday workflowReporting Tools • Black Box Testing • Continuous Testing

Practice the techniques you will use repeatedly in real projects and team environments.

Focus on

  • Reporting Tools
  • Black Box Testing
  • Continuous Testing
Build check: Recreate a small AI Red Teaming example, then change one major requirement.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

04Stage 04Build something usefulCustom Testing Scripts • Grey Box Testing • Llm Security Testing

Turn the knowledge into a small project with a clear user, purpose and finish line.

Focus on

  • Custom Testing Scripts
  • Grey Box Testing
  • Llm Security Testing
Build check: Build a useful mini-project with AI Red Teaming.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

05Stage 05Quality and productionTesting Platforms • White Box Testing • Agentic AI Security

Add testing, security, performance and maintainability before calling the work complete.

Focus on

  • Testing Platforms
  • White Box Testing
  • Agentic AI Security
Build check: Review, test and improve the project like it is going to real users.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

06Stage 06Ship proofInfrastructure Security • Advanced Techniques • Adversarial Examples

Publish a polished project, document your decisions and make the learning visible.

Focus on

  • Infrastructure Security
  • Advanced Techniques
  • Adversarial Examples
Build check: Publish the project with a clear README and a short build story.

Usibinge theory pekee—test hii stage kwa project ndio ishike.

Now build kitu real.

Pick a project that solves an actual problem, ship it, then explain your choices. Hapo ndio skill inakuwa proof.

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