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CHOOSING-AI-MODELS5 MIN READ

Analyst and Manager: The Benchmark Argument

Use a benchmark result correctly in a discussion with a manager who wants a fast decision.

Jordan JD Manager Decision pressure Now The trigger A leaderboard screenshot is being treated like a migration memo. If you over-generalize the result, the team may switch stacks before it knows whether the benchmark maps to its work. #1 benchmark rank can distort workflow fit 0 local evals means confidence is mostly borrowed Teach beat 90 sec Use the result without worshipping it Benchmark -> hypothesis -> local eval A benchmark is strong enough to change the shortlist and the next test, but rarely strong enough to skip local evaluation. Common trap

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