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Overview
From the edge, forward. Building embedded and edge systems with AI, and running that AI as products, not demos. Open benchmarks (EmbedEval) and an agent harness (harness-maker).
News
LLM PCB Routing: Turning a Human's Fixes Into Rules
I handed a 96% auto-routed PCB to a contract engineer. He did not just connect the last 4%, and that difference became 16 rules my agent can reuse.
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Report
Per-Project AI Agent Harness: Side vs Production
I run side and production projects at once, so the workflow has to differ. Most harnesses are fixed, so I built one that generates a harness per project.
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Report
SpotOn: How I Run an AI Team of One
Most of the first draft is written by an AI team. But the parts I have to know, and the ones I decide, I understand end to end. Read wide, write alone.
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SpotOn: The Two Seats a Harness Can't Fill
I re-sorted the twenty-eight disciplines a hardware product needs. Twenty are files, so the harness owns them. Six stop at a doorway. Two stay human.
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SpotOn: A Roadmap One Person Can Finish
A solo founder's roadmap isn't a build schedule. It's a map of kill-gates: cheap checkpoints before the expensive stages, and permission to quit early.
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