IV / NOTES
NOTES
Occasional writing on Python, Kubernetes and machine learning in production.
Index
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12 AUG 2026 · 1 MIN READ
Rollback matters more than a perfect deploy
The perfect deploy happens once a year; every system falls over eventually. That is why the first scenario our CI tests is not the rollout but the rollback.
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04 JUN 2026 · 1 MIN READ
Models live in production, not on a laptop
A laptop with 97% accuracy and a service running the same checkpoint are two different models. What changes when inference moves into Kubernetes.
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19 MAR 2026 · 1 MIN READ
The boring layer in front of the model
Half of all "inference problems" are solved by an nginx in front of FastAPI: limits, timeouts, caching and honest 503s. Cheaper than scaling GPUs.