The Unofficial Offensive Security AI Red Teamer Study Notes + FREE Cheat Sheet
The OSAI study notes were created to be a companion set of notes while you prepare for OSAI exam. These notes match the syllabus that you follow while you attend the official course.
It is also created to bridge the gap between traditional penetration testing and modern AI security. Rather than treating AI as a theoretical discipline, this guide approaches it through the mindset of an offensive security practitioner. Every chapter focuses on how AI systems are built, where they fail, how attackers abuse them, and how those weaknesses can be identified, exploited, and documented during realistic security engagements.
Authored and reviewed by certified professionals with firsthand experience preparing for and earning the certification.
Table of Contents:
Exam Preparation
OSAI and the Offensive Security Approach to AI Systems
AI/ML Fundamentals for Attackers
LLM Architecture Deep Dive
Introduction to Red Teaming AI Systems
AI Red Teaming Methodology
AI Application Attacks
AI Recon
Attacking AI Agents
RAG Pipeline Attacks
Attacking Model Context Protocol (MCP)
Attacking Embeddings
Agent & Tool Hijacking
Multi-Agent Exploitation
MAESTRO Threat Modeling
AI Infrastructure Attacks
Model Extraction
Data Poisoning
AI Supply Chain Attacks
AI Infrastructure & Deployment Exploits
AI Infrastructure Attack Surface
AI Infrastructure Recon
API & Endpoint Attacks
Model Serving Exploits
ML Framework Exploitation
Container & GPU Workload Escapes
Practical Methodology
Offensive Methodology Recap
Case Studies & Recent CVEs
Practical Scenarios
Building an AI Red Team Lab
AI Threat Modeling
Exam Cheatsheet
Reporting & Documentation
Page Count: 153
Format: PDF
Usage Notes:
- Use this companion PDF along with the CHEAT SHEET.
- The cheat sheet is in the compressed ZIP archive. Unzip it and open it using your browser.
Disclaimer: Unofficial Study Material
This study guide is an unofficial, independently written resource created solely for educational purposes. It is based on personal exam experience and publicly available information. This product is not affiliated with, endorsed by, or authorized by The certification body, or any of their partners. It does not contain any copyrighted material, proprietary courseware, or confidential exam content.All trademarks, logos, and brand names are the property of their respective owners. By purchasing or downloading this material, you agree not to hold the author or this store liable for any outcomes related to exam performance.
For official training material, please visit the certification body’s website.
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