Claude worked largely on its own to design quantum circuits that improve on the best published versions, achieving an order of magnitude or more improvement in some cases.

Hacker News10/17/2026

90% of US working hours are spent on tasks not covered well by AI benchmarks

Analysis shows 90% of US working hours are spent on tasks not well covered by unsaturated, public, agentic AI benchmarks.

The Advisory Group on Mathematics and Artificial Intelligence

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90% of US working hours are spent on tasks not covered well by AI benchmarks