AI Research
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4 min read
The Benchmark Is Now Part of the Model’s Environment
Static leaderboards increasingly measure how well models navigate familiar tests, not how well they handle the shifting conditions of deployment. AI evaluation must move from scoring artifacts to maintaining instruments.