Ai Security

You get direct injection techniques, jailbreak methods, RAG pipeline poisoning, and model extraction testing vectors. It covers the full AI supply chain from malicious pickle files in HuggingFace models to LangChain template injection. The tool calling exploitation section is especially useful if you're assessing agentic systems where one compromised agent can poison others downstream. Includes YARA rules for prompt injection detection and concrete examples of adversarial input crafting. This is offensive work, so you're actively trying to break guardrails and extract training data. Good for red team engagements against AI products or validating your own LLM application defenses before someone else finds the holes.