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The Benchmark Meaning Gap

calendar_today July 7, 2026 person Katie Fraser domain jetbrains

In any recent model comparison, you’ve probably seen a single number from a coding benchmark to represent “How good this model is at coding”. Those scores are tempting: they’re simple, they’re leaderboard-friendly, and they seem to tell a clear story about progress. But that story didn’t hold up when we looked more closely at benchmarks […]

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