Designing UX for complex systems, where decisions have scale, risk, and long-tail impact.

Principal UX Designer specializing in AI, cybersecurity, and healthcare platforms with 20+ years of experience.

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My work centers on how people make decisions inside complex systems.

Whether the setting is AI, healthcare, security, or platform architecture, the goal is the same: reduce the thinking cost so clarity comes faster and action becomes safer.

AI reasoning • high-stakes decision UX • developer velocity • platform systems

2025

From fragmented signals to confident action

A reasoning surface that reduces cognitive load and earns trust

Security engineers weren’t blocked by missing data; they were blocked by the cost of stitching it together into something they could trust. Agentic Chat reframes AI from “answer generator” to a reasoning surface that assembles context on the user’s behalf, turning slow investigation into confident, defensible action.

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2024–25

Accelerating remediation without upgrade overhead

Improving security SLAs by collapsing the work required to act

When Upgrade Impact Analysis shows that upgrading is too costly, Endor Patches provides a safer alternative. It enables targeted remediations without full dependency changes, preserving delivery velocity while still meeting security SLAs.

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Bringing radiology into the decision room

Letting clinicians interpret context, rather than reconstruct

Imaging often determines the care plan, but it previously lived outside the workflow. This redesign made radiology a first-class decision surface, reducing cognitive load and improving the quality of multidisciplinary decision on cancer care.

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2018-19

2024–25

Rebuilding trust in the interface by rebuilding the system behind it

Transforming the Endor Labs Design System

Most design systems fail not because they lack components, but because they lack governance. When I joined Endor Labs, Figma and Storybook had drifted apart, designers were building inside feature silos, and engineers were recreating “lookalike” UI with different behavior. The system existed visually, but it wasn’t shaping how the product was built.

I reframed the design system from a UI library into a platform governance layer, introducing lifecycle, interaction modeling, parity with code, and cross-functional stewardship, so the Design System stopped being reference material and became infrastructure.

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2020–21

One platform, one mental model

Unifying fragmented security tools into shared context

Security teams worked across multiple disconnected tools, each solving a slice of the problem but leaving decision-makers to assemble the bigger picture manually. The platform vision replaced tool-hopping with a single system of record, enabling shared context, aligned workflows, and platform-level clarity.

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