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Ceres Update: From Empty Scaffold to a Garden That Talks Back

Ceres Update: From Empty Scaffold to a Garden That Talks Back

Seventy-four commits across one weekend took Ceres, the multi-agent assistant for Kim's garden, from a bare scaffold to a working assistant that transcribes voice notes, diagnoses plant photos, answers questions, plans the watering, and runs a scheduled daily briefing from an orchestrated roster of specialist agents.
June 15, 2026Posted inAI Projects, Development, Home Automation, Homestead
From Coral to Hailo: Why I Finally Swapped My Frigate AI Hardware

From Coral to Hailo: Why I Finally Swapped My Frigate AI Hardware

I have been running Frigate for quite a while now. The Google Coral TPU has long been the "gold standard" for edge processing object detection. It’s efficient, cheap, and handles MobileNet models like a champ. But as my camera count…
February 26, 2026Posted inAI Projects, Home Automation, Security
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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