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- For ML systems, the test pyramid commonly comprises data tests (schema, distribution, quality), model tests (performance, fairness, robustness), and infrastructure tests (training pipeline, serving latency, model registry). This structure complements but does not replace the classical software test pyramid. Each layer addresses a distinct failure mode unique to ML systems.