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@yibie: Recommend this: Hamel Husain—one of the world's most experienced AI eval practitioners—said: "It's hard to evaluate" is itself a product smell. If you don't provide users with inspectable intermediate artifacts, they'll redo your work to verify the output. Then what value does your product bring them?...

X AI KOLs Timeline · 2026-07-05 Cached

The article recommends and summarizes Hamel Husain's blog, pointing out that "hard to evaluate" is inherently a product design flaw. It advocates prioritizing the design of products that are easy for users to verify, and illustrates through three cases—an AI data analysis agent, a lesson plan generator, and a workplace injury report—how providing inspectable intermediate artifacts enhances product value.

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