Systems and Enablement
Shared systems that make complex product work easier to ship.
I lead and govern Dark Matter, a multi-brand, multi-platform design system, and explore bounded AI workflows that support auditing, documentation, QA, and maintenance—with human approval at the decision points that matter.
At a glance
Scale is useful only when teams can trust the system.
AI-assisted operations
Useful AI has a job, a boundary, and a reviewer.
I’m evaluating where AI can reduce repetitive design-system work without weakening judgment or accountability. The strongest uses are bounded: auditing components, finding pattern drift, maintaining documentation, tracing downstream impact, and supporting QA.
This work includes a seven-agent workflow pilot and a structured root-cause evaluation of 21 design-system tickets.
View the governed AI frameworkSelected work
From shared rules to working products.
Design-system leadership, cross-platform delivery, motion standards, and evaluated AI workflows grounded in real operational needs.
13 teams, 5 platforms, 2 brands, and approximately 20.2K weekly component inserts
Dark Matter: Design-System Infrastructure at Scale
Building a shared design foundation across brands, platforms, teams, and production codebases.
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Semi-autonomous workflows with validation, audit history, and mandatory human gates
Governed AI for Design-System Operations
An active seven-agent framework that automates operational work while preserving human authority over consequential decisions.
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Functional motion standards for product clarity and implementation consistency
Motion Systems - Interaction Standards for Product Clarity
Motion standards for focus, feedback, hierarchy, state change, and cross-platform interaction behavior.
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Associated with +33% Total Minutes Watched and +175% sessions
Sling Video Player Redesign
A cross-platform player redesign focused on clearer controls, adaptive layouts, and smoother browse-to-play continuity.
View case studyHow I work
Craft with an operating model behind it.
Build governance into the operating model instead of bolting it on later.
Connect design intent to engineering reality across platforms and codebases.
Use AI for bounded analysis and workflow support, with explicit human approval.
Let’s talk