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![Banner](assets/page_header.svg)
# Chapter 9: LLM Architectures and System Components
![ ](assets/page_header.svg)
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