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Epoch and METR have released MirrorCode, a new benchmark evaluating AI systems' ability to re-implement complex software programs using only command-line access without source code or internet. The results indicate that leading models like Opus 4.7 can complete tasks in roughly 14 hours at a cost of $251, a process estimated to take humans 2–17 weeks, though the benchmark may currently be slightly easier than intended. This highlights rapid advancements in long-horizon coding capabilities while underscoring that AI still cannot yet solve the most difficult autonomous programming challenges.
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Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. Subscribe now Epoch and METR release MirrorCode, a benchmark for seeing how well AI systems can do long-horizon programming tasks:…AI systems can’t solve the hardest tasks yet (good!)…Epoch […]

Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. Epoch and METR release MirrorCode, a benchmark for seeing how well AI systems can do long-horizon programming tasks:…AI systems can’t solve the hardest tasks yet (good!)…Epoch and METR have released MirrorCode, a benchmark meant to see how well AI systems can do tasks that take humans a long time to do. The benchmark was first announced in April (Import AI #453) and has now been fleshed out and released with additional tests. The findings are already very striking; Opus 4.7 solved a task in 14 hours for $251 in inference cost which METR and Epoch believe would take a human 2-17 weeks to do. “We also found that AI models are improving rapidly over time. Leading models from a year ago would have scored about 30%, and were limited to simpler programs, such as a calendar utility.” What MirrorCode is: MirrorCode sees how well AI systems can re-implement a software program based purely on CLI access. “Without access to the original program’s source code or the web, a full reimplementation requires devising a…

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