• determinism — Whether the same input reliably produces the same output — something LLM systems mostly lack, which changes how you test and debug them.

Shows how one team turned scattered notebooks and bespoke serving containers into a shared platform covering data, training, deployment, and prediction monitoring. The failure modes it names still apply to anyone operationalizing models today.

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