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Diagram of four new product skills for building on AI models: designing evals, choosing models and where they run, orchestrating agents, and setting confidence thresholds.

What Building a Pile of Small AI Projects Taught Me About the PM Job

The tools let me build things I never could have built alone. What surprised me is which parts of the product job got more important, not less.
July 20, 2026Posted inProduct Management, Product Thinking
How Claude Updates the Backlog on My Team of One

How Claude Updates the Backlog on My Team of One

Last month I wrote about how a PM ships software without an engineering team. The short version: Claude Code closed the gap between an idea and a running product, so I could spend my time on the parts of the…
June 16, 2026Posted inDevelopment, Product Management
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
Managing a Homelab AI Project with Claude Code, Gitea, and the Gitea MCP Server

Managing a Homelab AI Project with Claude Code, Gitea, and the Gitea MCP Server

I am not a software engineer. I think in milestones, user stories, and outcomes. Kim wants a smart garden assistant that tells her when to water and when the blight risk is high. I want to build it. Solo homelab…
May 13, 2026Posted inAI Projects, Development, Home Automation, Homestead, Product Management
How I Would Build the Tableau Connector SDK Today

How I Would Build the Tableau Connector SDK Today

I spent six years at Tableau turning data connectivity from a centralized engineering bottleneck into a partner ecosystem. We went from about 40 connectors, all built by Tableau engineers, to 120+ in the catalog with partners building their own. The…
April 16, 2026Posted inDevelopment, Product Management
The Painless Problem: Why Kibana Runtime Fields Needed an AI Skill, Not Better Docs

The Painless Problem: Why Kibana Runtime Fields Needed an AI Skill, Not Better Docs

When I owned the Runtime Fields authoring experience in Kibana, we shipped a feature that was elegant in concept and brutal in practice. The concept: define fields at query time against an existing data view, no reindex required, perfect for…
February 3, 2026Posted inDevelopment, Product Management
PM by trade. Builder by nature.

 

Product manager. Microsoft, Tableau, Elastic. I’m on sabbatical, using the time to build AI systems end to end instead of reading about them: agent orchestration, vision, speech, tool use, evaluation harnesses, local and frontier models working together. Each project here comes with a deep dive into what I built, how it works, and why I made the calls I made.

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