Systems at scale
I spent 20 years building software, data, and ML systems at Microsoft, Salesforce, and Apple. I learned that defaults decide what people do. The same tool can build capability or wear it down.
About
I build AI products that help people learn, create, and grow more confident.
I start with the people and the problem. I listen, explore what could help, and build a first version to test. My goal is to turn a promising idea into something useful, then learn from how people use it.
AI should scaffold thinking, not surrender it.
My teams shipped iOS 16 Transit cards and fares in Maps, EV routing in Maps and CarPlay, and 3D Maps.
I build AI products alone, from idea to prototype, with agentic harness loops, pgvector retrieval, and runtime security checks.
I write public frameworks that keep the important decisions with the learner.
I spent 20 years building software, data, and ML systems at Microsoft, Salesforce, and Apple. I learned that defaults decide what people do. The same tool can build capability or wear it down.
As a parent, I saw how easily tools do the thinking for a kid. I want young people to make real decisions about their own work.
SayMake is my AI-supported maker studio for young builders. Kids choose, build, test, and improve. The AI coaches. It does not build for them.
My life's mission is to help more young people build the skills, confidence, and agency to shape their own future.
SayMake, my frameworks, and my talks all serve that goal.
I want to own a consequential AI product, end to end, inside a strong team.
My evidence: my teams shipped Apple Maps features. As a founder, I build products end to end.
At Apple and Microsoft, I worked on complex systems. As a founder, I bring that experience to hands-on product building: connecting the vision to the technical details, bringing people together and taking ownership when the path is unclear.
From Microsoft and Salesforce to Apple Maps and SayMake.
I build AI products in learning, parenting, and LLM security. Each stays marked unverified until I check its public flow.
My teams shipped iOS 16 Transit cards and fares in Maps, EV routing in Maps and CarPlay, and 3D Maps.
Built production fraud detection with deep learning.
Co-led Bing Travel from zero.
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Let's work together
I am open to partnerships that leave young people more capable. I also serve as Technical Advisor, Stealth.
Written thoughts and practical frameworks on building with AI, understanding the work, and testing what people and systems can do.
Read Written Thoughts