A technical reference covering key attack vectors, exploitation techniques, and methodologies for security testing of Large Language Model applications.
Complete coverage from fundamentals to advanced exploitation
LLM architecture, transformer mechanics, attack surface mapping, OWASP LLM Top 10.
Direct & indirect injection, delimiter attacks, context manipulation, obfuscation techniques.
DAN & personas, roleplay attacks, framing techniques, multi-turn strategies, technical bypasses.
Prompt leaking, training data extraction, PII harvesting, exfiltration channels.
Tool abuse, goal hijacking, attack chains, persistence mechanisms, agent worms.
Document poisoning, embedding manipulation, retrieval exploitation, knowledge base attacks.
Tool poisoning, rug pulls, cross-server exfiltration, server-specific attacks, defense strategies.
Vision attacks, image injection, audio exploits, cross-modal manipulation techniques.
Training poisoning, adversarial examples, model extraction, supply chain attacks.
Filter bypass, encoding tricks, obfuscation, semantic evasion, fingerprinting defenses.
Professional red team framework, reconnaissance, exploitation phases, reporting standards.