Your LLM generates SQL that drops tables. JSON with "admin": true. Code that exfiltrates secrets. Three types of output hallucination and the 5-step defense framework.
Prompt injection is the AI equivalent of SQL injection. Real exploits from production apps, three layers of attack (direct, context, indirect), and the complete defense checklist.
We scanned 50 real-world LLM applications and found the same vulnerability patterns across all of them. Here's what the OWASP LLM Top 10 actually looks like in production code.
Prompt injection is the #1 OWASP LLM vulnerability. This guide covers direct and indirect injection, RAG-specific attack paths, layered defenses, and how to detect vulnerable patterns before release.
Model Context Protocol gives AI agents real power over your environment — filesystem access, shell execution, API calls. Most developers ship MCP servers without a single security review. Here are the 5 attack surfaces and how to lock them down.
One command. OWASP Top 10 + OWASP LLM Top 10 + EU AI Act + SOC 2. Framework-mapped findings with AI fix prompts.