GitHub Advanced Security

Microsoft says its MDASH agentic security system is now being used across Windows, Azure, and identity workflows, with new findings in Hyper-V, HTTP.sys, the Windows kernel, and Active Directory. The update shows AI vulnerability discovery moving from benchmark claims toward real engineering pipelines, while proof generation remains the hard part.