

I design systems that shape behavior, not just generate answers. My work sits at the intersection of AI, decision-making, and human experience.
I'm interested in how systems think, how they fail, and how to make them more consistent, reliable, and aligned with real-world complexity.
My background spans finance, accounting, technology, and AI, shaping how I build: structured, detail-aware, and grounded in how things actually work.
Insights and patterns uncovered through building
Click to enterSystems I design to guide behavior and decisions
Click to enterPrinciples that shape how I think and operate
Click to enterInsights and patterns uncovered through building
Tap to enterSystems I design to guide behavior and decisions
Tap to enterPrinciples that shape how I think and operate
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