Increase qualified review capacity before relying: What does this evidence most directly support?
Stable accuracy does not offset inadequate reviewer capacity; meaningful oversight requires qualified time for review and intervention.
The question
For this EU research-administration deployment, applicable EU AI Act obligations and internal controls apply. An assistant routes grant applications for human approval. Accuracy is stable, but the queue exceeds trained-reviewer capacity, causing late and rushed reviews. Escalation, documentation, and monitoring already exist. What does this evidence most directly support?
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- Investigate reviewer workload and timeliness.Investigation is useful, but the evidence already shows that available capacity is insufficient for effective oversight.
- Add more frequent queue monitoring.More frequent measurement may reveal trends but does not supply the time and competent staffing needed for review.
- Automate high-confidence approvals to reduce the queue, subject to later sampling by the existing reviewers.Delegating approvals changes the control arrangement and is not justified merely by stable accuracy or reviewer scarcity.
- Increase qualified review capacity before relying on current oversight. ✓Effective oversight requires competent people with enough time to assess outputs and intervene; the current queue defeats that condition.
The trap
A nominal human in the loop is insufficient when reviewers lack time, competence, information, or authority. How to remember it
Stable accuracy does not offset inadequate reviewer capacity; meaningful oversight requires qualified time for review and intervention.
How many of these would you get right?
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