vulnerability discovery
2 published articles
Cybersecurity4 min read
Cybersecurity
Google's cheap fine-tune found vulnerabilities that Claude Opus 4.6 missed
Google's lightweight Gemini 3.5 Flash Cyber fine-tune outperforms Anthropic's largest model in vulnerability discovery, finding 55 unique issues in the V8 engine versus 36 for Claude Opus 4.6. The model is locked to governments via a limited pilot.
2026-07-24
CybersecurityFeatured5 min read
AI meets offensive security
AI agents just automated the pentesting pipeline, and the open source version comes with a kill switch
VulnClaw is an open source AI-powered pentesting CLI that uses LLM agents to automate the full workflow. It supports 13 model providers, integrates MCP tools, and includes anti-hallucination measures to keep claims tied to real outputs.
2026-07-20