Part IV — From ‘I have a toolbox’ to ‘the scanner has a backdoor’

The twelve-year arc from a DEF CON talk about vulnerability density to an AI model that escapes its sandbox to email a researcher eating lunch. The path was not straight. But in retrospect it was inevitable.