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Hamel Husain explains why AI evals fail before the evaluation begins

calendar_today July 30, 2026 person Sara Verdi domain arize-ai

Hamel Husain explains why ambiguous inputs, generic metrics, and disconnected review workflows can make AI evaluations misleading, and how developers can build a better process around real production data. The post Hamel Husain explains why AI evals fail before the evaluation begins appeared first on Arize AI .

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