"Benchmark Score Equals Capability"
This video presents the same text shown beside it, spoken and on screen. It adds nothing the text does not say.
State
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?"
Watch for
None of this makes benchmarks worthless — they become evidence to be read, not verdicts to be repeated.
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- Nothing yet depends on this.