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The Evaluation Problem
Judgment goes quiet. You can't see the gaps. Satisfaction is the trap. Stronger evaluators discriminate less.
Answered Evaluation capacity erodes invisibly under sustained AI delegation. Satisfaction suppresses evaluation (d=1.20). The strongest evaluators discriminate least (d=0.00 vs d=4.11).
Open Structural countermeasures: does monthly independent practice actually prevent degradation? Longitudinal evidence is inconclusive.
01Mechanism6 minApr 25, 2026
Why Experts Miss What Beginners Catch
Generation builds the mental model that makes evaluation possible. Without it, evaluation collapses to surface features.
02From practice4 minApr 25, 2026
The Decision That Was Never Made
AI resolved the uncertainty before your own thinking had time to finish. Resolution and decision are different things.