, all of which are actionable for any organization running AI agents in networked production environments. All tokens, VPN authentication keys, IAM keys, database credentials, and JWT signing keys have been rotated. Defenders had to correlate thousands of low-signal events across multiple systems while the agent continued testing new paths at machine speed. , all of which are actionable for any organization running AI agents in networked production environments. All tokens, VPN authentication keys, IAM keys, database credentials, and JWT signing keys have been rotated.