Red Teaming LLM Applications - Syllabus

• Introduction
  • Overview of red teaming techniques for LLM applications
  • Course objectives and key concepts
• Overview of LLM Vulnerabilities
  • Understanding LLM vulnerabilities in real-world deployments
  • Hands-on examples of common weaknesses
• Red Teaming LLMs
  • Applying red teaming techniques to identify vulnerabilities
  • Prompt injections and other common attacks
• Red Teaming at Scale
  • Scaling red teaming for comprehensive coverage
  • Automating vulnerability testing
• Red Teaming LLMs with LLMs
  • Using LLMs to enhance red teaming efforts
  • Hands-on examples of automated testing methods
• A Full Red Teaming Assessment
  • Conducting a complete red teaming assessment
  • Review of assessment techniques and best practices
• Conclusion
  • Recap of red teaming techniques and lessons learned
  • Next steps for improving LLM application security