Benchwarmer recomputes benchmark winners to expose misleading AI leaderboard charts

aronchick · x · 2026-09-03

aronchick launched Benchwarmer (benchwarm.ing), a tool that reads benchmark values, ignores misleading source styling, and recomputes the true winner for every benchmark, generating corrected exportable comparisons. He used it to flag Scale AI's Muse Spark 1.3 launch chart, which ranks #2 in most categories despite its presentation. The tool keeps sources, versions, and caveats explicit: "color never overrides arithmetic."

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