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MirrorCode, a benchmark co-developed with METR, tests AI models on reimplementing entire programs end-to-end without source code. Claude Opus 4.7 reimplemented gotree, a 16,000-line Go bioinformatics toolkit, in 14 hours for $251, a task estimated to take humans 2-17 weeks.
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