2025-07-30 · Aya Rahman

Exam sprint weeks and production ethics

Timed drills can reward muscle memory that skips verification steps. After each sprint block, we require a two-minute debrief labeling which shortcuts were exam-only. That framing protects new certificate holders from importing bad habits into real clusters. We also remind cohorts that exams measure a subset of skills; humility about unknowns is part of the job.

Tags: certification, ethics

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