Benchwarmer Tool Rebuilds Misleading AI Benchmark Charts and Recomputes the Winners

aronchick · x · 2026-09-11

Benchwarmer (benchwarm.ing) is a new tool that 'rehabilitates' benchmark charts: paste a screenshot or table, it reads the values, ignores misleading source styling, recomputes the winner per benchmark row, and shows the original beside a corrected, exportable comparison—with audit JSON. Its philosophy: 'color never overrides arithmetic,' with ties and missing data kept explicit. It went viral after a French tweet misread a Chinese model's benchmark chart as evidence of 'alien technology,' which aronchick corrected with the tool.

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