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Building a Comprehensive AI Security Testing Program
13.1🔒The Layered Security ModelA complete AI security testing strategy operates in four layers, each catching different types of vulnerabilities at different stages:
13.2🔒Security Test Metrics Dashboard
13.3🔒Building the Program: A Phased ApproachGoal: Establish automated security gates in CI.
13.4🔒Red Team Exercises for AIAI red teaming is human adversarial testing where skilled testers attempt to break the AI system using creative, unscripted attacks. Unlike…
13.5🔒Measuring Security Program MaturityMost organizations should target Level 3 within 6 months and Level 4 within 12 months.
13.6🔒Budget and Staffing
13.7🔒Exercises: Chapter 13Exercise 13.1 (Beginner, 30 min): Assess your current organization's AI security maturity level using the maturity model.
13.8🔒Q&ASelf-Assessment Quiz: Chapter 131. What are the four layers of the AI security testing model? 2. What is the difference between automated testing and red teaming? 3. What…
13.9🔒Key Takeaways- A four-layer security model provides defense in depth from commit to production - Build the program in phases -- foundation, expansion…
13.10🔒Career Translation- Designed and implemented a four-layer AI security testing program (shift-left, pre-production, pre-release, production monitoring) that…
13.11🔒Q&AInterview Depth CheckPrompt: You are hired to build an AI security testing program from scratch. The organization currently has no AI-specific security testing…