2026-04-13 · 13 min read
Part 2 of a series on BILBO, a home-built baby monitor. Part 1 was the build; this one is the meta. Aggregate metrics lie. Ground truth is sacred. Bigger models don't fix data problems. And coding agents are a different gear for hobby projects, but they won't tell you when to delete your work.
Read article →2026-04-13 · 12 min read
A $25 IP camera, an old Mac mini that was about to be e-waste, a 3-stage MobileNetV3 cascade, and a dashboard that never leaves my LAN. Here's what I built, how it's put together, and the tradeoffs I can back up with numbers.
Read article →2025-11-30 · 15 min read
A practical guide (with examples) to using statistical modeling to understand, predict, and prevent mysterious failures in modern distributed systems.
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