Notes

A collection of living notes I curate over time—ideas, frameworks, and lessons learned on product management, AI, hardware, and building at scale.

Product Management at the Intersection of AI and Hardware

Last updated: January 15, 2025

Exploring the unique challenges and opportunities when building products that combine artificial intelligence, physical hardware, and large-scale operations. Lessons learned from shipping automated pharmacy kiosks and other AI-powered hardware products.

Product Management AI Hardware Healthcare