# security-testing
5 articlestagged with “security-testing”
Security Gaps in AI-Generated Tests
Analyzing how AI-generated test suites systematically miss security-relevant test cases, creating dangerous coverage illusions.
Lab: Quantization Security Testing
Test behavioral differences between full-precision and quantized models to discover quantization-induced vulnerabilities.
Lab: Code Generation Security Testing
Test LLM code generation for insecure patterns, injection vulnerabilities, and code execution safety issues.
Ollama Security Testing Walkthrough
Complete walkthrough for security testing locally-hosted models with Ollama: comparing safety across models, testing system prompt extraction, API security assessment, and Modelfile configuration hardening.
Security Testing LangChain Applications
Step-by-step walkthrough for identifying and exploiting security vulnerabilities in LangChain-based applications, covering chain injection, agent manipulation, tool abuse, retrieval poisoning, and memory extraction attacks.