health scores, Docker

The rollout of Docker Scout health scores across Docker Hub and Desktop. I worked closely with engineers and security stakeholders, speaking directly with users and iterating through staged releases, surveys, and usability studies to make these workflows clear and usable. The work brought security insights directly into developer environments and helped create a more consistent experience across the Docker ecosystem.

LXD GUI,
canonical

As lead designer for LXD, I shaped the experience for managing
system containers and virtual machines, building a unified interface from scratch that complemented existing command-line workflows.
I led research with engineers to understand user needs, mapped product flows, and designed layouts and interactions that could be consistently applied across Canonical’s infrastructure tools.

Vulnerability management, cast ai

At Cast AI, I fesigned end-to-end journeys for vulnerability management - from detection to funnel insights and remediation flows.