How AI Agents Automate CVE Vulnerability Research

The CVE Researcher is a multi-agent AI pipeline that automates vulnerability research, detection template generation, and exploitation analysis. Built on Google’s Agent Development Kit (ADK), it coordinates specialized AI models through four phases — deep research, technology reconnaissance, actor-critic template…

Henry IV, Hotspur, Hal, and hallucinations

In this edition of the Threat Source newsletter, William draws parallels between Shakespeare’s Hotspur and the challenges of cybersecurity and AI, emphasizing the importance of risk-taking, learning from failure, and surrounding yourself with smart people. This article has been indexed…