Work
Fifteen years across three domains. Each project asks the same question in a different register.
AI Systems
2025 – Present
LemonADE
15+ AI agents automating technical documentation across the full SDLC. The harder design problem wasn't the automation — it was the interaction model.
Prompt City
Google-wide prompt literacy platform. Real-time Attribute Tuners, semantic component system, Prompt Strength Score. Full visual design system in one month.
Mendel Traffic
Progressive AI autonomy in experiment authorship — from IDE-level feature recognition to agent-driven monitoring, scaled to individual trust.
Knowledge Systems
2018 – 2024Gemini TL
AI-mediated knowledge transfer for Core Engineering teams. The only project where the AI's primary job is improving human-to-human collaboration.
EdKit
A toolkit for building embeddable, interactive learning experiences at Google. Zero mandates. Hundreds of creators. Thousands of deployed instances.
Motus
Redesigned a video hosting platform into an AI-powered fitness coaching experience. The first project where physical sensing and AI coaching converged.
People + AI Guidebook
Co-led the Errors & Failures section. Introduced Air France 447 as a UX case study for conflicting signal hierarchies in AI systems.
Physical Systems
2006 – 2017
Katalyst Fitness
A platform that could literally kill you if misused. Embedding expert intelligence into a connected EMS training system — FDA clearance included.
Boeing — Future Flight Deck
The origin of a design philosophy. Cardboard prototypes, stop-motion testing, right engine fire scenarios. Automation is the easy part.
Microsoft Band 1
A new theory of input, forced by constraint. Pattern recognition on tap location → probabilistic sentence inference → single-gesture approval.
Microsoft Band 2
Taking the input paradigm we invented and making it robust at scale. Design decisions in one experience propagate across the entire product system.