Embark on a hands-on journey exploring tools built to scale security teams using large language models in this 43-minute Black Hat conference talk. Discover how to streamline software development lifecycle and access management, develop new approaches for handling bug bounty reports, and detect attackers through log analysis. Gain practical insights into leveraging these models for task automation and decision support in complex security environments. Learn about open-sourced tools that enhance security workflows and scale security attention. Presented by Fotis Chantzis and Paul McMillan, Members of Technical Staff (Security Engineering) at OpenAI, this talk offers a practical and focused exploration of LLMs in cybersecurity.