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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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