01. Introduction to Prompt Injection
Deep dive into LLM Prompt Injection (OWASP LLM01:2025): Direct, Indirect, and Multimodal attack vectors, architecture vulnerabilities, and business impact.
02. Core Mechanics & Technical Architecture
Deep dive into LLM context window assembly, BPE tokenization, transformer attention mechanisms, instruction recency bias, and multi-language vulnerable code patterns.
03. Practical Attack Scenarios & Proofs of Concept
Step-by-step runnable Proofs of Concept (PoCs) for Direct Prompt Injection, RAG Indirect Injection, Agent Tool Hijacking, and Multimodal Vision Attacks.
04. Defense-in-Depth & Mitigation Strategies
Production-grade mitigations for LLM Prompt Injection: Dual-LLM Quarantine Pattern, Dynamic XML Boundary Isolation, Input/Output Guardrails, and Multi-Language Code (Python, Node.js, Go, Java).
05. Security Testing & Red Teaming Tools
Automated AI red teaming frameworks, scanners, and guardrail evaluation tools: garak, PyRIT, promptfoo, Llama-Guard 3, and CI/CD security integration.
06. Hands-On Vulnerability Lab
Self-contained interactive laboratory: Audit a vulnerable LLM Customer Support Assistant, execute a direct/indirect prompt injection exploit, and implement robust remediation.
07. References, Standards & CVE Index
Authoritative standards, frameworks, academic papers, MITRE ATLAS techniques, OWASP Top 10 for LLM 2025, and real-world CVE records.
LLM Security & Prompt Injection Guide
Master LLM Prompt Injection (OWASP LLM01:2025): Direct, Indirect, and Multimodal vectors. Learn root causes, mechanics, multi-language defenses, red teaming tools, and hands-on lab.