Five components of one discipline: task decomposition, ground-truth benchmarking with constrained data, deployment-context evaluation, downstream impact evaluation, and escalation with human-in-the-loop discipline. Each column names the principle and a concrete example. None of the five requires enterprise-scale infrastructure. All of them require naming what is being evaluated, evaluating it in the deployment context, and designing the human checkpoint back in.
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