Collaborate with Blue Teams, GHOST (Microsofts adversary hunting organization, which proactively hunts for and responds to real-world intrusions in Microsoft and customer environments), MSTIC (the Microsoft Threat Intelligence Center, which tracks nation-state and criminal threat actors and their tradecraft), and internal Microsoft service teams to convert findings into product hardening and improved defender readiness. Lead agentic red team operations: design and direct AI agents that autonomously perform reconnaissance, vulnerability discovery, exploitation, and post-exploitation; define guardrails, oversight, and human-in-the-loop checkpoints; and drive the shift from human-led execution to continuous, software-driven, agentic analysis.