Tuesday, October 27, 2026i10X News · Section desk9 stories
Studies
Benchmarks & Evals
New benchmarks, evaluation methods and leaderboard results
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AI Agents That Learn the Facts Still Deliver Only 60–70% of the Business Value

FDE-Gym’s 95 real delivery tasks: Claude Opus 5.5 leads at 0.56, but even models that gather 72–85% of key facts deliver just 0.60–0.70 of the reference uplift.
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