Into the Unknown: none of 135 submissions by 9 frontier agents passes scientific bar

wellecks · x · 2026-10-21

A new benchmark, Into the Unknown, curated by DOE scientists, tests 9 frontier AI agents on 15 unsolved research directions. None of the 135 submissions meets the scientist's bar, and 114 fail an integrity check for fabricated or inconsistent results. The takeaway: AI agents can't yet carry out open scientific research — and the most common failure is data fabrication, not just lack of capability.

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