'Works on my machine' is a dependency and environment problem, and for ML it includes CUDA versions and exact library pins that change numerical results. Here is how to make the production environment match training.
Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.
'Works on my machine' is a dependency and environment problem, and for ML it includes CUDA versions and exact library pins that change numerical results. Here is how to make the production environment match training.
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