Engineering
Why your MLOps pipeline fails silently at the edge
Three weeks, six cameras, zero alerts. The architecture pattern that prevents it.
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Real engineering articles from the team building edge MLOps infrastructure. No fluff. No rephrased documentation. Just what we learned shipping models to ARM devices.
Three weeks, six cameras, zero alerts. The architecture pattern that prevents it.
How we designed the delta-sync protocol that stays consistent across 2G connections and 6-hour outages.
Running Kullback-Leibler divergence checks on a Jetson Nano. Spoiler: it works, if you batch it right.
Not all Jetson Nanos are equal. How we target rollouts by hardware capability, not just device count.
Go, musl, UPX, and a lot of feature flags. A forensic walkthrough of every KB stripped from the build.
Real numbers from real hardware, at sustained load, with thermal throttling data. Not cloud VMs.