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Use a 20% mean AI-exposure cutoff as a two-rater task-review trigger, not a certification score, and flag audit-manager tasks for revision rather than pass/fail Independent technical note mirroring the canonical version: https://lpi.academy/blog/audit-manager-competency-models-for-ai-exposure-task-scores-vs-20-cutoff.php
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Sofia Almeida (2026) studied this question.
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