Machine Learning System Design Interview, issue 16, Dec 2, 2025

The P-Value Mirage

Machine Learning Research Engineer interview at Google DeepMind, and the interviewer asks:

We need an automated trigger for model retraining based on feature drift. How do you implement it?

Why KS tests fail at scale and how magnitude-based drift metrics save your retraining pipeline.

The full answer, with the mechanism and the arithmetic, is for paid subscribers on Substack.

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