health scores, Docker
At Docker, I owned the end-to-end design of Scout Health Scores — a security feature that brought vulnerability insights directly into developer environments. Rolled out to 100+ enterprise companies, it achieved around 60% adoption and helped reduce security risk in production by an estimated 25%.
LXD GUI,
canonical
At Canonical, I designed the LXD GUI from scratch — a visual interface for managing system containers and VMs that the open-source community had been requesting for years. Within 8 months we shipped the core functionality, and it was adopted by thousands of users almost immediately.
Vulnerability management, cast ai
At Cast AI, I found that the vulnerability management product was designed for everyone — which meant it really worked for no one. I ran persona workshops, mapped cross-functional collaboration flows, and redesigned the experience around how security work actually happens. The result was a clearer path from detection to remediation for SecOps, developers, and platform engineers.