AI Hacking 101 teaches students the fundamentals of penetration testing for AI/LLM-based applications through self-paced video instruction and guided hands-on labs. Students will learn to detect and exploit common AI vulnerabilities, with practical exercises using a custom-built lab environment featuring a vulnerable chatbot that uses Retrieval-Augmented Generation (RAG) and integrates with a company knowledge base.
Syllabus
- Intro
- AI Threats
- Recon and Fingerprinting
- Prompt Injection and Jailbreaking
- Testing for Harmful/Wasteful Output
- Testing Role-Based Access Controls
- Retrieval Augmented Generation (RAG)
- Excessive Agency
- Outro
