Claude runs 53 hours unsupervised, beats human designs on 7 of 8 quantum problems

FinanceYF5 · x · 2026-10-26

In an unsupervised closed loop, Claude ran for 53 hours on eight quantum computing problems and outperformed the best human designs on seven. Takeaway: AI can do real research wherever automated scoring exists — making high-quality graders/rubrics more valuable than smarter models.

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