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 tools and methods that help people explain, test, and improve their work.
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. It is an experiment. 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.
From Microsoft and Salesforce to Apple Maps and SayMake.
I build AI products in learning, parenting, and LLM security. They stay listed as experiments until I check their public flows.
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.
Field notes and practical frameworks on building with AI, understanding the work, and testing what people and systems can do.
Read Field Notes