Evidence over Attendance
Why certification broke — and what replaces it.
For decades a certificate mostly proved attendance: you showed up, passed a quiz, and got a badge. AI made that signal worthless. This essay makes the case for performance-based certification built around real work products, published rubrics, and credentials that carry the graded work as evidence.
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