Writing
The thinking behind the work
Notes on ML systems, logistics operations, and building for production.
June 2026 · Loss Prevention · Computer Vision · FedEx
Why a Photo Isn't Proof of Anything (Without a Model Behind It)
Every major carrier now requires a photo at delivery. Most people assume that photo means something. I spent two years learning exactly how wrong that assumption is — and building a system to fix it.
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May 2026 · Loss Prevention · FedEx
How a Pattern in the Data Saved $300M
Nobody called it a crisis at first. That's the thing about package theft at scale — it doesn't announce itself. By the time it surfaces as a boardroom conversation, the damage is already deep.
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