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What is LLM Penetration Testing? A Complete Guide

A guide to LLM penetration testing covering the primary attack surfaces and vulnerability classes in AI-powered systems. Topics include direct and indirect prompt injection, training data and PII leakage, insecure plugin/tool abuse, and testing methodology ranging from black-box to white-box approaches. Target systems covered include chatbots, RAG pipelines, AI agents, LLM APIs, and copilot integrations. The article maps testing scope to the OWASP LLM Top 10 threat categories. Useful as a structured methodology reference for practitioners beginning LLM security assessments, though it appears to be an introductory overview rather than a deep technical write-up with novel findings.

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