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Short technical notes about automation, AI, and product engineering.
August 17, 2026
I Tried to Build an AI Image Detector. Instead, I Learned What C2PA Actually Does
I built a local web interface around Google’s Credentio C++ library to understand what C2PA Content Credentials can and cannot tell us about an image or video.
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February 11, 2026
Shipping AI Automation Without Infrastructure Overload
A practical sequence: lock the business scenario and metric first, then add AI, and only later increase architecture complexity.
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