What you'll learn
✓ Execute advanced prompt injections and persona jailbreaks to reliably bypass LLM safety guardrails.
✓ Exploit RAG pipelines and autonomous AI agents using zero-click document poisoning and SSRF attacks.
✓ Apply adversarial machine learning to perform FGSM, PGD, and black-box evasion attacks on AI models.
✓ Conduct end-to-end AI red team operations using the C2C framework and implement robust AI defenses.
Requirements
● Basic Python programming experience. You should know how to write simple scripts, use variables, loops, functions, and install packages using 'pip'. No ML PhD required!
● Basic comfort with the Command Line / Terminal (CMD, PowerShell, Bash) to run Python scripts, navigate folders, and install open-source tools.
● A fundamental awareness of AI concepts (knowing what "training" and "inference" mean). We will teach you the advanced AI architectures from the ground up.
● A standard computer (Windows, Mac, or Linux). No expensive GPU is required! All 28 hands-on labs can be run entirely for free in the cloud using Google Colab.
