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3. Getting facts right

Drift

Slow silent degradation over time: the data changed, the source system changed, a model got updated — and yesterday's fine-tuned setup quietly stopped matching reality.

Why it matters: AI systems don't fail loudly like crashed software; they fade. Scheduled eval runs are the smoke detector.

Related: Eval