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 # Chapter 9: LLM Architectures and System Components
 
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 Effective Red Teaming requires moving beyond treating AI as a "black box." To identify subtle vulnerabilities, bypass guardrails, or exploit system-level integration flaws, you must understand the underlying architecture. This chapter deconstructs Large Language Models (LLMs) and their ecosystem from an adversarial perspective.
 
 ## 9.1 The AI Attack Surface