Beyond the benchmark: Advancing security at AI speed 

Microsoft announces "codename MDASH," an AI-powered multi-agent pipeline now integrated into engineering workflows to discover, validate, and remediate software vulnerabilities at scale. The post lists multiple high-severity CVEs across Windows components (including kernel, Hyper-V, HTTP.sys, Active Directory, DHCP, DNS, and Remote Desktop) with CVSS scores up to 9.8, presents benchmark performance (96.5% on CyberGym), analyzes failure cases across scan/validate/prove stages, and outlines improvements and plans to integrate fuzzing and broader real-world evaluation.