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Skill: Evaluation

August 25, 2026

AI for Product Management

How AI changes discovery, specification, experimentation and measurement — and the parts of product management it does not change at all.

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August 25, 2026

Evaluation and measuring outcomes

The discipline that decides whether an AI product improves: a repeatable evaluation set, owned by the product team rather than the model provider.

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August 25, 2026

Bias, fairness and evaluation

Measuring disparate impact rather than asserting there is none — including the result nobody likes: several reasonable fairness definitions are mathematically incompatible.

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