The article shows how Claude Code plus MCP can automate vulnerability hunting with RE, fuzzing, RAG, bounty scoring, and strict validation gates to reduce LLM hallucinations and confirm real bugs.
Leveling Up Secure Code Reviews with Claude Code
Claude Code can speed up secure code reviews by mapping code paths, sources, sinks, and risky patterns, but it works best with strong prompts, human validation, and private handling of sensitive code.
When Local AI Becomes an Attack Vector: A Deep Dive into LLM Infrastructure Security
The article analyzes a real deployment of a low-privileged on-prem LLM server and shows that even restricted models can expose internal systems through APIs, RAG pipelines, and data access, creating new enterprise attack surfaces.