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Epoch AI and METR released MirrorCode, a benchmark where AI models reimplement programs from scratch without source code. Claude Opus 4.7 leads with 56 percent solve rate. One task cost $2,600 and ran continuously for 19 days with no human involvement. Opus 4.7 reimplemented a 16,000-line bioinformatics toolkit in 14 hours for $251.
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Summary by ByteBrief
How Tokenmaxxing Became Enterprise AI's Biggest Unforced Error