Contact

Security research collaboration, consulting, speaking, and interesting problems in offensive security and AI.

Working together

Working together
Disclosure workflow	I follow coordinated vulnerability disclosure (CVD) practice, and provide remediation guidance where it helps.
Engagement focus	Open to red team leadership, adversary emulation, and offensive security research collaboration.
Response cadence	Critical incidents are routed first. Routine requests usually get a reply within one business day.