AI Research
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4 min read
The Benchmark Has a Half-Life: Why AI Scores Need Expiration Dates
A model score looks permanent in a comparison table, but the evidence behind it decays as test data circulates and developers optimize against familiar targets. AI evaluation needs provenance, renewal, and an explicit shelf life.