An AI saying “I found a vulnerability” means nothing unless it can prove it. Violin gives you a structured way to run authorized penetration tests using an AI agent, but with strict guardrails so it doesn't just guess. The coolest part? It forces the AI to back up every finding with reproducible proof before it will even let you report it, meaning no more hallucinated vulnerabilities. It acts like a strict supervisor, checking its work against a set of playbooks for things like web app flaws or API issues. If you’re running security tests with AI, this is the difference between a helpful assistant and a reckless one. It’s not about speed; it’s about trust. Open source: strategic-automation/violin Follow for more open source project drops. #CyberSecurity #Pentesting #InfoSec #AIAgents #RedTeam #SecurityTok