Dr. Konstantin Berlin is an AI Detection Architect at Cisco, where he leads the detection architecture for AI Defense, the company's runtime protection and validation product against prompt injection, jailbreaks, and adversarial attacks on LLMs and AI agents. He joined Cisco through the Robust Intelligence acquisition, where he was principal architect of the AI firewall's data platform, automatic labeling pipeline, and SaaS detection engine that the current product is built on. Before that he spent nearly a decade at Invincea and Sophos developing ML methods for security, deployed across 100M+ endpoints.