- In short
- Classifying ambiguous production use cases means applying the full screening framework - the four criteria, the load-bearing factor, and gate design - to realistic tasks such as automated eligibility determinations or unreviewed candidate screening. An irreversible, high-stakes determination with no transferable accountability is inappropriate for unreviewed AI; a workflow that filters people out without reviewing the exclusions can hide systemic harm. The exam rewards articulating the specific irreversibility and accountability reasoning, not just a verdict.
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