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README.md
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We conduct both human and automated evaluations of frontier AI systems including GPT5.1, Claude Sonnet 4.5, Gemini 3 Pro, Grok 4, and Qwen 3 Max. GPT 5.1 Pro spends 16 mins for each workflow on average and gets the highest pass rate of 38%, while Claude Sonnet 4.5 passes just 25.0%, revealing a substantial performance gap for real-world enterprise scenarios.
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<img src="figs/exp_results.
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We conduct both human and automated evaluations of frontier AI systems including GPT5.1, Claude Sonnet 4.5, Gemini 3 Pro, Grok 4, and Qwen 3 Max. GPT 5.1 Pro spends 16 mins for each workflow on average and gets the highest pass rate of 38%, while Claude Sonnet 4.5 passes just 25.0%, revealing a substantial performance gap for real-world enterprise scenarios.
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<img src="figs/exp_results.jpg" width="1000" />
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