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Backyard Birds Is Available, and Learns to Doubt Itself

Backyard Birds Is Available, and Learns to Doubt Itself

The Backyard Birds dashboard is now on GitHub. The follow-up release did not add the notifications I promised. It added clips, reference calls, weather, and a way to tell BirdNET when it is wrong.
June 11, 2026Posted inBirding, Development
Ceres Update: Building the Schema, Then Tearing Half of It Out

Ceres Update: Building the Schema, Then Tearing Half of It Out

A week ago I introduced Ceres, the multi-agent garden assistant Kim and I are building for our raised beds. A week later there is, in fact, code — and a careful re-design that ripped out part of it within three days.
May 19, 2026Posted inAI Projects, Home Automation, Homestead
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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