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Your model scores well offline but worse online, and you suspect training-serving skew. How do you find it?

Same model, two answers: clean offline, ugly online. The culprit is almost always a feature computed differently in the two paths. Here is the diff-based hunt that localizes it to a single column.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Same model, two answers: clean offline, ugly online. The culprit is almost always a feature computed differently in the two paths. Here is the diff-based hunt that localizes it to a single column.

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