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[BLOG]: Tentesting the Modern AI Stack (Part 2): Test Design and Execution Using the OWASP AI Testing Guide #62

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Tentesting the Modern AI Stack (Part 2): Test Design and Execution Using the OWASP AI Testing Guide

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  • Infrastructure compromise gives you capability, not automatic AI-specific effects. Treat these separately in scope and reporting.
  • AI systems are probabilistic. Every test case needs defined inputs, expected outcomes, evidence sources, and repro rules.
  • Use IBM's five-layer AI stack model (Infrastructure → Model → Data → Orchestration → Application) for systematic coverage.
  • The OWASP AI Testing Guide provides structured test cases across four categories. This article maps them to the five-layer model.
  • Document everything: trace IDs, prompt logs, tool-call logs, retrieval logs.

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