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Evaluating an AI workflow before customers depend on it

Before customers lean on an AI feature, I want a test set that looks like the work it'll actually get. Here's how I'd collect the tasks, decide what counts as acceptable, go after the failure modes, measure review effort and make a call on a controlled release.
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