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Artificial Intelligence  /  AI 0568  ·  Atom · ~20 seconds

"Benchmark Score Equals Capability"

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A benchmark score is real and the equation to capability is the error — the exam may be contaminated, aged, communally gamed, or measuring a proxy for the deployed task.

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The professional's question is never "what did it score?" but "on what, administered how, corrupted how?"

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None of this makes benchmarks worthless — they become evidence to be read, not verdicts to be repeated.

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