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How a PM Ships Software Without an Engineering Team

How a PM Ships Software Without an Engineering Team

For most of my career, the gap between an idea and a working product was an engineering team. I'm a product manager. I think in milestones, user stories, and outcomes, not in pull requests. I've always coded and I can…
May 29, 2026Posted inAI Projects, Development, Product Management, Productivity
PM by trade. Builder by nature.

I spent the last few years building AI systems end to end: agent orchestration, vision, speech, tool use, evaluation harnesses, local and frontier models working together. Most of it is running at the house. Each project here comes with a deep dive into what I built, how it works, and why I made the calls I made. Product manager. Microsoft, Tableau, Elastic, now GitLab.

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