Product Builder · B2B · AI-Native
I turn complex workflows
into intelligent systems.
15 years across LinkedIn, Meta, and Block. I started as a frontend developer, moved into product design, and now design AI-enabled workflow systems for complex operational environments — compliance, investigations, financial crime, and decisioning.
Selected Work
Complex problems. Shipped.
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AI Insights for Compliance Reviews
Surfacing AI-generated decision support across L1 and L2 investigation workflows. Designed a human-in-the-loop intelligence layer that helps investigators see relevant patterns sooner without removing their judgment from the loop.
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Transaction Search Modernization
Improving speed, trust, and usability for high-volume investigation workflows. Redesigned the core search and results experience used by financial crime investigators across millions of daily transactions.
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Multi-account Decisioning
Helping investigators reason across connected accounts, risk signals, and account-level actions. A systems design challenge at the intersection of graph relationships, risk operations, and high-stakes decisioning.
About
Design-trained.
Systems-oriented.
AI-native.
I started as a frontend developer — writing code before designing for it. That foundation shapes how I think: systems-first, with a bias toward shipping.
I moved into product design and spent 15 years across LinkedIn, Meta, and Block. I've worked as both IC and manager, but I'm most effective as a builder: close to the work, shaping product direction, and moving concepts to reality quickly.
Today I focus on AI-enabled workflow systems for complex operational domains. I use AI tools to prototype faster, explore more options, and communicate product direction more clearly — while bringing the product judgment to know what's worth building.
How I work
Systems-first product thinking
I start with workflow and information architecture — not UI patterns. The interface follows the system.
AI-assisted prototyping
I use Claude, GitHub, and local sandboxes to move from idea to working concept faster than traditional design-handoff cycles allow.
Complex domain fluency
Compliance, financial crime, investigations, risk operations. I'm comfortable in regulated, high-stakes environments where the cost of getting it wrong is real.
Human-in-the-loop design
I build AI experiences that amplify human judgment rather than replace it — with explicit attention to trust, auditability, and explainability.
Builder mindset
I close the gap between product direction and working product. I communicate through prototypes and functional examples, not decks.
Contact
Let's talk.
I'm exploring product and design roles at the intersection of AI and complex operational systems — B2B, internal tooling, fintech, compliance, and adjacent domains.
Get in touch →