Abstract: This white paper examines the Ruby 'pwn' gem, an open-source security automation framework designed to empower developers and security professionals in building custom tools for vulnerability assessment, penetration testing, and beyond. Today we'll discuss a particularly interesting module within the framework, PWN::AI::Introspection . We'll explore how AI-agentic capabilities enable reflective analysis, enhancing the framework's modularity and intelligence. Drawin