Anthropic saying its own AI models breached three companies, TechCrunch’s analysis of the Hugging Face breach, Google saying AI fixed more Chrome bugs in June than over the past two years, and Okta buying Permiso for about $200M all point to the same shift: AI security is no longer a perimeter problem. The new product challenge is proving that agents can be tested, monitored and stopped before the experiment becomes the incident.