{"product_id":"the-unofficial-offensive-security-ai-red-teamer-study-notes-free-cheat-sheet","title":"The Unofficial Offensive Security AI Red Teamer Study Notes + FREE Cheat Sheet","description":"\u003cp\u003eThe 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.\u003c\/p\u003e\n\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003eIt 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.\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e\u003cu\u003eAuthored and reviewed by certified professionals with firsthand experience preparing for and earning the certification.\u003c\/u\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e\u003cu\u003eTable of Contents:\u003c\/u\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eExam Preparation\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eOSAI and the Offensive Security Approach to AI Systems\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI\/ML Fundamentals for Attackers\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eLLM Architecture Deep Dive\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eIntroduction to Red Teaming AI Systems\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Red Teaming Methodology\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Application Attacks\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Recon\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAttacking AI Agents\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eRAG Pipeline Attacks\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAttacking Model Context Protocol (MCP)\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAttacking Embeddings\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAgent \u0026amp; Tool Hijacking\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eMulti-Agent Exploitation\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eMAESTRO Threat Modeling\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Infrastructure Attacks\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eModel Extraction\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eData Poisoning\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Supply Chain Attacks\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Infrastructure \u0026amp; Deployment Exploits\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Infrastructure Attack Surface\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Infrastructure Recon\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAPI \u0026amp; Endpoint Attacks\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eModel Serving Exploits\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eML Framework Exploitation\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eContainer \u0026amp; GPU Workload Escapes\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003ePractical Methodology\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eOffensive Methodology Recap\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eCase Studies \u0026amp; Recent CVEs\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003ePractical Scenarios\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eBuilding an AI Red Team Lab\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eAI Threat Modeling\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eExam Cheatsheet\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003eReporting \u0026amp; Documentation\u003c\/u\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003ePage Count: 153\u003c\/p\u003e\n\u003cp\u003eFormat: PDF\u003c\/p\u003e\n\u003cp\u003e\u003cu\u003e\u003cb\u003eUsage Notes:\u003c\/b\u003e\u003c\/u\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUse this companion PDF along with the CHEAT SHEET.\u003c\/li\u003e\n\u003cli\u003eThe cheat sheet is in the compressed ZIP archive. Unzip it and open it using your browser.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003e\u003cu\u003eDisclaimer: Unofficial Study Material\u003c\/u\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eThis 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.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e\u003cu\u003eFor official training material, please visit the certification body’s website.\u003c\/u\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e\u003cu\u003eBy Purchasing This Product, You Are Agreeing To The Terms of Service Below\u003c\/u\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003ca href=\"https:\/\/motasem-notes.net\/tos\" rel=\"noopener noreferrer nofollow\" target=\"_blank\"\u003ehttps:\/\/motasem-notes.net\/tos\u003c\/a\u003e\u003cb\u003e\u003cu\u003e\u003c\/u\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e\u003cu\u003eNote\u003c\/u\u003e\u003c\/b\u003e:\u003cspan\u003e \u003c\/span\u003e\u003cu\u003eThis product is not eligible for a refund\u003c\/u\u003e.\u003c\/p\u003e\n\u003cp\u003eIf you have concerns regarding the product, kindly contact\u003cspan\u003e \u003c\/span\u003e\u003cb\u003e\u003cu\u003econsultation@motasem-notes.net\u003c\/u\u003e\u003c\/b\u003e\u003cspan\u003e \u003c\/span\u003eand clarify your issue and explain why the eligibility for a refund.\u003c\/p\u003e\n\u003cp\u003e\u003ca href=\"https:\/\/buymeacoffee.com\/notescatalog\/e\/552529\" target=\"_blank\" rel=\"noopener\"\u003e\u003cimg style=\"display: block; margin-left: auto; margin-right: auto;\" height=\"110\" width=\"110\" alt=\"\" src=\"https:\/\/cdn.shopify.com\/s\/files\/1\/0956\/4395\/9579\/files\/ChatGPT_Image_Jul_25_2025_02_36_17_PM.png?v=1753443393\"\u003e\u003c\/a\u003e\u003c\/p\u003e","brand":"Cyber Security \u0026 Certification Notes | The Masterminds Notes","offers":[{"title":"Default Title","offer_id":52419123314971,"sku":null,"price":21.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0956\/4395\/9579\/files\/cover_8a004875-265f-4d3e-a53b-491043021cec.png?v=1782748223","url":"https:\/\/themastermindnotes.com\/products\/the-unofficial-offensive-security-ai-red-teamer-study-notes-free-cheat-sheet","provider":"Cyber Security \u0026 Certification Notes | The Masterminds Notes","version":"1.0","type":"link"}