Notes
A place for shorter thinking.
Notes on product, payments, fraud, AI-native workflows, and the operating model I use across product and endurance.
2026-09-21
The AI-native SDLC is really a product management playbook
Anthropic wrote a framework for engineering leaders. Read as a PM, it's a specification for what product management becomes when agents write the code.
AIProductEngineering2026-08-17
Coaching fighters, shipping product
What teaching kickboxing keeps reminding me about product work: fidelity of feedback, unglamorous reps, and pacing.
ProductSystemsCoaching2026-04-28
Capability leak: the AI failure mode nobody's testing for
The McDonald's Python script wasn't a security breach. It's a product problem — and a lot of AI features are one prompt away from it.
AIProductProduction