Your model runs on the data scientist's laptop but breaks in production. How do you package it for reproducible deployment?

'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.