- Essays··7 min read
What Purdue Required, Estonia Already Built
America is writing AI-competency requirements into degree audits without a defensible idea of what competent looks like. Estonia attached the measurement. The smart money is not on the one with the press release.
ai-in-educationmeasurementpolicyestoniaRead - Essays··11 min read
Sunday Essay — The Three Productivity Curves We Refuse to Reconcile
Three credible measurement traditions, applied to the same workforce in 2026, point in three different directions. The discourse treats them as one number. The gaps between them are the actual managerial signal.
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