Selected Work
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LemonADE
15+ AI agents automating technical documentation across the full SDLC — closing the gap between deployed code and out-of-date docs.
Mendel Traffic
Progressive AI autonomy in experiment authorship — from IDE-level recognition to agent-driven monitoring, scaled to individual trust.
EdKit
A platform that democratized learning design at Google — zero mandates, hundreds of creators, thousands of deployed instances.
Katalyst Fitness
A platform that could literally kill you if misused. Embedding trainer expertise into a connected EMS fitness system — FDA clearance process included.
Design Philosophy
01
Automation is the easy part.
Design for the moment it fails.
02
Complexity doesn't need to be simplified — it needs to be inhabited.
Embed expertise so anyone can navigate it with confidence.
03
Literacy before autonomy.
Understanding unlocks agency.
04
The friction point is the design opportunity.
Find it.