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1. Most certification failures aren't knowledge gaps β they're format mismatches the rubric never forgives.
2. A verifier can silently reset your claim on retry β know the platform's retry behavior before you rely on it.
3. Going from 21% to 100% is usually one structural fix, not twenty small ones β find the single systemic error first.
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